{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction to chinook\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook, we work through a calculation of simulated ARPES spectra from scratch. While several input format are accepted in chinook, here we use a Slater-Koster model for a cubic lattice."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Import the requisite modules for calculation\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import chinook.build_lib as build_lib\n",
    "import chinook.operator_library as operators\n",
    "from chinook.ARPES_lib import experiment"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can begin by defining the lattice geometry, which we take here to be a square lattice. Throughout, feel free to try different parameters and geometries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "a,c = 5.0,5.0\n",
    "avec = np.array([[np.sqrt(0.5)*a,np.sqrt(0.5)*a,0],[np.sqrt(0.5)*a,-np.sqrt(0.5)*a,0],[0,0,c]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In chinook, functions which require many input arguments take dictionary-input, taking advantage of the readibility and tidyness of this datatype. Specifically, orbital basis, Hamiltonian, ARPES configurations are all defined using dictionaries. The first relevant object will be the momentum path, used for defining a high-symmetry path to first explore our tight-binding model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "High-Symmetry Points:\n",
      "[[0.889 0.    0.   ]\n",
      " [0.    0.    0.   ]\n",
      " [0.    0.889 0.   ]]\n"
     ]
    }
   ],
   "source": [
    "kpoints = np.array([[0.5,0.5,0.0],[0.0,0.0,0.0],[0.5,-0.5,0.0]])\n",
    "labels = np.array(['$M_x$','$\\Gamma$','$M_y$'])\n",
    "\n",
    "\n",
    "\n",
    "kdict = {'type':'F',\n",
    "        'avec':avec,\n",
    "        'pts':kpoints,\n",
    "        'grain':200,\n",
    "        'labels':labels}\n",
    "\n",
    "k_object = build_lib.gen_K(kdict)\n",
    "print('High-Symmetry Points:')\n",
    "print(np.around(k_object.pts,3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above, we get the first example of a dictionary-based set of arguments. We defined a k-path in fractional coordinate ('type':'F'). This requires the lattice vectors ('avec':avec) to define the path in units of inverse angstrom. The path itself is defined by 'points'. The 'grain' argument allows us to vary the number of steps between each segment of the k-path. Finally, we can pass an optional array of 'labels', for improving the readibility of figures plotted. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now proceed to define our orbital basis. Since here I will use Antimony 5p states, we should include spin-orbit coupling, which is done with its own dictionary arguments. I define this on its own here, as I will want to re-use this dictionary for generating the Hamiltonian with spin-orbit coupling."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "spin = {'bool':True,  #include spin-degree of freedom: double the orbital basis\n",
    "       'soc':True,    #include atomic spin-orbit coupling in the calculation of the Hamiltonian\n",
    "       'lam':{0:0.5}} #spin-orbit coupling strength in eV, require a value for each unique species in our basis\n",
    "\n",
    "Sb1 = np.array([0.0,0.0,0.0])\n",
    "Sb2 = np.array([np.sqrt(0.5)*a,0,0])\n",
    "\n",
    "basis = {'atoms':[0,0], #two equivalent atoms in the basis, both labelled as species #0\n",
    "        'Z':{0:51},     #We only have one atomic species, which is antimony #51 in the periodic table.\n",
    "        'orbs':[['51x','51y','51z'],['51x','51y','51z']], #each atom includes a full 5p basis in this model, written in n-l-xx format\n",
    "        'pos':[Sb1,Sb2], #positions of the atoms, in units of Angstrom\n",
    "        'spin':spin} #spin arguments.\n",
    "\n",
    "\n",
    "basis_object = build_lib.gen_basis(basis)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have defined the location of each atom in the orbital basis, and its full orbital content. Here we work with a full antimony 5p basis on each site. I have taken the second basis atom to sit in the centre of the ab plane, but you are free to modify this, as well as spin-orbit coupling strength, or even the atomic character"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "At this point, we can define the Hamiltonian for our model. We will use a Slater Koster model for this, and we will assume nearest neighbour hoppings only. The options for the type of Hamiltonian are much more extensive, but the Slater Koster framework is very amenable to tuning parameters, so is a nice option for this tutorial. For p-p hopping, Slater Koster requires only 3 parameters: the on-site energy $\\epsilon_p$, $V_{pp\\sigma}$ and $V_{pp\\pi}$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "Ep = 0.7\n",
    "Vpps = 0.25\n",
    "Vppp = -1.0\n",
    "VSK = {'051':Ep,'005511S':Vpps,'005511P':Vppp}\n",
    "cutoff = 0.72*a\n",
    "\n",
    "######################################################################\n",
    "#####Option: nearest neighbour, and next nearest neighbour hopping  ##\n",
    "V1 = {'051':Ep,'005511S':Vpps,'005511P':Vppp}                     ##\n",
    "V2 = {'005511S':Vpps/a,'005511P':Vppp/a}                          ##\n",
    "VSK = [V1,V2]                                                     ##\n",
    "cutoff = [0.8*a,1.1*a]                                            ##\n",
    "######################################################################\n",
    "\n",
    "hamiltonian = {'type':'SK',     #Slater-Koster type Hamiltonian\n",
    "              'V':VSK,          #dictionary (or list of dictionaries) of onsite and hopping potentials\n",
    "               'avec':avec,     #lattice geometry\n",
    "              'cutoff':cutoff,  #cutoff length-scale for hopping\n",
    "              'renorm':1.0,     #renormalize bandwidth of Hamiltonian \n",
    "               'offset':0.0,    #offset the Fermi level\n",
    "              'tol':1e-4,       #minimum amplitude for matrix element to be included in model.\n",
    "              'spin':spin}      #spin arguments, as defined above"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we can bring all this together to define a tight-binding model object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "TB = build_lib.gen_TB(basis_object,hamiltonian,k_object)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With the model so defined, we can now diagonalize, and perform some diagnostics on the tight-binding model. We start by plotting the bandstructure over the k path."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10f97d2e8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "TB.Kobj = k_object\n",
    "TB.solve_H()\n",
    "TB.plotting()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the above model, we see the full bandstructure along high-symmetry directions for this model. Notably, the $k_z$ dispersion is zero, as the c-lattice constant is larger than our cutoff-lengthscale. You can try adjusting the cutoff distance, or the c-lattice constant to introduce these hopping terms."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are several ways in which we can characterize our tight-binding model before proceeding to calculation of the photoemission intensity. Here, we consider the orbital projection or 'fat bands' plot, which illustrates the orbital weight of different different basis states. Before doing this, it's instructive to refer to the orbital basis ordering in our model. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Index | Atom | Label | Spin |     Position     \n",
      "================================================\n",
      "    0  |   0  |51x    |  -0.5| 0.000,0.000,0.000\n",
      "    1  |   0  |51y    |  -0.5| 0.000,0.000,0.000\n",
      "    2  |   0  |51z    |  -0.5| 0.000,0.000,0.000\n",
      "    3  |   0  |51x    |  -0.5| 3.536,0.000,0.000\n",
      "    4  |   0  |51y    |  -0.5| 3.536,0.000,0.000\n",
      "    5  |   0  |51z    |  -0.5| 3.536,0.000,0.000\n",
      "    6  |   0  |51x    |   0.5| 0.000,0.000,0.000\n",
      "    7  |   0  |51y    |   0.5| 0.000,0.000,0.000\n",
      "    8  |   0  |51z    |   0.5| 0.000,0.000,0.000\n",
      "    9  |   0  |51x    |   0.5| 3.536,0.000,0.000\n",
      "   10  |   0  |51y    |   0.5| 3.536,0.000,0.000\n",
      "   11  |   0  |51z    |   0.5| 3.536,0.000,0.000\n"
     ]
    }
   ],
   "source": [
    "TB.print_basis_summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We want to plot the projection onto all $p_x$, $p_y$, and $p_z$ orbitals. We see that orbitals the set {0,3,6,9} are all $p_x$, {1,4,7,10} are $p_y$ and {2,5,8,11} are $p_z$. To visualize these projections then:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAEGCAYAAABsLkJ6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzsnXecFFW2+L/3VnWYPAwzMAxZkiAqSUVFwEgyghgwB8xhd33rqhsMb5+7/nZ13z5dAxjXjBlQEUEMiLIiIkZARaKEYZjYsere3x/V09MzDDMDzEz3DPX9fJqmq25V3emqPufec849R2itcXFxcXHZ/5DJ7oCLi4uLS3JwFYCLi4vLfoqrAFxcXFz2U1wF4OLi4rKf4ioAFxcXl/0UVwG4uLi47Ke4CsDFxcVlP8VVAC4uLi4phBBitBBithBikxBCCyEubsIxBwshPhBCBGPH/UkIIRo7zlUALi4uLqlFJvA1cCMQbKyxECIbeBfYChwG3AD8FvhNo8e6K4FdXFxcUhMhRCVwndb6yQbaXA3cA3TWWgdj2/4AXA100w0IeXcG4OLi4tK2ORL4qFr4x3gHKAJ6NXSg2YKdSho5OTm6X79+ye6GS4pRUVFBVlZWsrvhkmJ8/vnnxVrrgr093sjuqbXVqKUGAB3c/g0QStg0Q2s9Y2+vHaMQ2Fhn29aEfWt3d2C7VAC9evVi2bJlye6GS4qxefNmioqKkt0NlxRDCLFuX47XVgjfgec0qW3oi/tDWusR+3K93XWjzmexm+21aJcKwMXFxaXVEEDjATctyRackX4inWLvW2mAdukD2L59e7K74JKCzJw5M9ldcGmvCNm0V8vwCXCMEMKfsO1EYDPwc0MHtksF4OLi4tKqCNG0V5NOJTKFEEOEEENwZHSP2Ocesf1/EUIsTDjkOSAAPCmEGCyEmAzcAtzXUAQQuArAxcXFZR8RzT0DGAF8EXulAXfG/n9XbH8XoE91Y611Gc6IvwhYBvwLuBe4r7ELtUsfgBvp4VIfY8aMSXYXXNorzegD0Fq/T40Tt779F9ez7Stg9J5ey1UALvsNY8eOTXYXXNojQoA0kt2LvaJdmoC2bm3Q8e2yn3Lvvfcmuwsu7ZXkOoH3mnY5A7BtO9ldcElBKisrk90Fl/ZKcsNA95p2qQBcXFxcWg+RkqP7ptAuFYDH40l2F1xSkC5duiS7Cy7tkeQvBNtr2qUCKCjY67QeLu2YK664ItldcGmXCJBtU5S2zXlLI5SVlSW7Cy4pyJw5c5LdBZf2ihRNe6UY7VIBVFVVJbsLLinI8uXLk90Fl/aIwI0CcnFxcdlvcX0ALi4uLvsjbhRQSlFYWDczqosL/OY3jZZIdXHZO9roDKDNqC0hxG1CCC2EeKCxtpFIpDW65JJiWJYmEtUEdvNau2HTLtvCUY1luXWxXfaB6lQQTXmlGG1CAQghRgLTgZVNaV9SUtKyHXJJGkpBOArBOq9AVBPRYDVw7GsvvbjLNhuIaHarNFzl4NIkXCdwyyCEyAGeBS4D/pTk7ri0MuEoqEba6ISqd0optm7Zwpo1qykuLiYcrim/+uWXX/L8c89gSIOsrCy6de9Bv/798fv99Z0WcJRDJFpbCXgFmGbbnPK7tBBt1ASU8goAmAG8rLV+TwjhKoB2jmVBtJFBd0lJCYsWLiAUDiGkpG7Z04L8Anr36cuw4SNIT09HSmfktfHnnzh32vlEIhFKS0vZsG4db86ZTSRaYzLUylE3SmkGDhzE0OHD48dXk6gUJOA1QKZgjLdLa+E6gVsEIcR0oC9wQRPaXgFcAdCtW7cW7plLcxKJOqaY+lBKMf+deWzfvh0pBUppsjIzGTdhIpmZmUDtGUBDnDRhEgBer5dOnTrRqVMnhh922G7bf7liBc8983Stbccefzxdu9Y8XwoI2YDt9MHvKoP9E3cG0LwIIQYAdwPHaK0b9epqrWfgzBYYMWKEa7hNcRoa6X+2dCnfff8tQkikFIw99rhaQrcuArGLEhBAostNCjhs2HCUdoS2pu68YVcOHTKEQ4cMiX9WSrFg/nwWLXSq8ZkeD6eedjrp6enxNtXKQAA+VxnsH4i2mwoilXt9JJAPfC1qtKsBjBZCXAVkaK3D9R24efPm1umhyx6hFITrGepblsWbc+dQVlYKwMGHHMqFF13S4Lkk4DGgxjrTuKC98847uf3225vUV8tynMq1riklJ40fH/8cCASYO/sNwuEQSmlGjz2W3r17A6A1hCwAjQH4vK4iaNe4M4Bm53Wc+paJPAGswZkZuLGebYTdOXIXLVzIuvU/I6Vk/IRJdOrUqd7jdxX2LY9pil1+HJGorhVllJ6ezlnnnAs4s4P3FrzLh+8vQkrBpJNPIy8vD3DMW4GYNvFK14HcLnF9AM2L1roUKE3cJoSoAkq01l8np1cuTWV3o/3Vq1axZMliAI46ahTHHn98vcd7BJgp9nR6PQJvwudwVMd9F1JKTjhpHABW1GL27NepKCsnKyeb00+fHHckRxREItpVBO0NdwaQOjQU1ufSstRn21dK8fprr1JWVkqvnr25+JLL6j3W18Kj/P79+zfr+Xyemh994uzA9JhMnnwmAMXFxTz91JMAtUxE1YpAAn7XPNS2EW4UUKugtR7blHbVU2+X1qO+SJ5t27Yxd/brCCmZdPKp9Zp4WlroJ3Luuee22LkTZweJM4P8/HwuuuRSAObPm8cHixbSrVt3TjhpHBrnO6uKmYfSTNdp3GZxZwCpg7sSuPWoT/B/++03fLrkY3Jycrn40st3iaNPlnnn+eefb1ElUE31zEApTcSq8X9UO5B/WLOGJx5/lMysLCZPmRr/foIxp7GrCNoWAnZ5xtsK7VIBhEKhxhu57BP1Cf7FH37Imh9W07v3AVx6+a7Vt9KSXKlz9erVrXo9KQX+2LQgEqkxEfXt148+/fpRUlLCv598HCEkU6aeRWZmJlpDIAqgSfe4iqBNIGhKEFpK0i4VgEvLUZ/gf3/Re/z04w8MH3E4l1x6ea19EvC5JZrxeh0TkWVpIrEpQV5eHhdfejmWZTHrhecIhcJMmXo22dnZgKsI2g4C4ZqAXNozDQn+w0cexdhjj6u1zwC8ruDfhcTw0mrbv2maTDv/QqJRi5dnvUAwGIwrAo2mKgoCTaavbZoZ9gdcBZBCFBUVJbsL7Yb6onoWLVzIjz/9wMgjj95F8Kdi+GY1TV0E1lpkxKJ/ghGNwlEE50w7Pz4jCAYDnHn2uTFFABVhhaEh3e8qglTDVQApRCAQSHYX2jz1xfEv++wzVqxYzsgjj94lfj+VBX81n3/+OcOHD092N3YhLaYIQhGNpRNmBFaUWS88TyQSZtp5F+L1erGBipDCI8HvdRVBquAqgBSitLS08UYu9VKf4F+9ahUffvg+Bx00mMunX1lrX1sQ/NXMnTs3JRVANdXrAYJhJ4zUUQQXEAqFeO6Zf5OWns6ZZ52DlJKwDeGgIs0Ar6sIkooQAtFGfTRt5Kfr0hoEo7U/b9u2jTdee4WePXu1acHf1kjzOcIkEFMEfr+fiy+9nJKSEp58bCaFXYqYMOkUAII2BII2mR4wzdSrOLW/4M4AXNosdXP1BAIBXnjuGbKyc7hs+pW1Ypxdwd96pMecvpVhhcaJGrp0+pX8/PM6Hn/0Efr07ccxY44FoCICRGxy/KLNxqS3ZVwFkEJ06JBHsIGqIs69qn3DJGDK1k04lmzqOniVUjz/3DPYts2FF1+KmSDp20NUzznnnJPsLuwV1dE/FSFHTffs2ZNLL7+Sr776kicee4QhQ0cwdJhj2ioNagxscjL2r9nAxm2lPDV7GYs+W8XqdcWUVwWJROwGU34ffdKR9B7Qs1mu7yqAFMLj9e7xDVE4+VnqS1spAW87+qYsy6mdqxN+HW+8/ho7irdz5lnnxOPQoX3F8bf16LAsv8SyFFUxU93ggw/hoMGH8MmSxTzx2COMGn0sB/TphwK2V1r4JGSnt58Ht3hnBf+atYQX3vmCDVtLse064l03Vjy0hoFDBzB4xKDm6Zi7ECy1WLN6Fddfe3W8vJ/WGq0hKyuLgw4+GNM04/tyc3MZMnQYXRuoIqaozu1eQ1ucMVQLfqgR/tUhnePGT6B79x7xtu1J8Fdz3333pVwo6J5impIcEyxLURlTBEceNYqRR45i/rw3+WDRQiadOpmCgk6EbE2wPEq6B7KSvQx7D1mzoZjf3jeXD7/4kWA4wTmldz+mV8qCwHZUaKfTTgAadKQSHS5zPsQk9S+h5Sz8eQEZHQr2ua+C5je7CSGuAX4LdAG+AX6ltf6ogfbTgJuB/kA5sAD4L631loau0y4VQE5ODvf/66Fdtm/auJGPPvyAaNQRgxmZGQwdPoJvvv6KDz54H3BqwoqEm3nIoUMYNGjQLje4vhmDSWrax5Uivvq0muXLl7H888/rDelsY7Jiv8Q0JbkmRCybqlhljBPHT8SyFXNee4XSslKmnDWNtLR0KsOainCEHD9k+L0NnzgJRCIW9zz9ATNeXUpxaVVtIV9H4CsrhC7fgLZjtaASZ/paINM7gr8AgltAO/tkdldExmG1fsPeogLGXjAJwzBY+sID+/w3NKcJSAhxNvBP4Bpgcez9bSHEIK31+nraHw08DfwXTh2VzsCDwLNA/fnWY6SguGoeopbtzMykQCBAQFHXrpx97rR4m7KyMt6cMxvLtsnNzeWUU0+r9ZBYlsXyzz/n+WefAZzkXgAFBQUcd8IJeL21f0wWzii7mlRQCHVnLj+sWcOiRe9x0OBdQzpbMzOnS/PgNQ28JgTCNkHLSUp22uSpRKJRXnzuaQxpcPpZ52IYBiUB2FEVIi9DkplERVAZiPDb++cxa8FXBELhGiFfx4SjQjtR5XXknfQgM7theDPqtC1Dlf2MqtqC8OZgFBzcYB+2b97OW8+/zaChA/f57wGa2wT0G+BJrfXM2OfrhRDjgauBW+tpfySwUWv9j9jntUKI+4H7G7tQu1QAGRkZZPlrO8FKyyu558lFPD3nM3aUBwHIy0ln8vFDOPHIA+mcI3n8sUeRAk44aRzdu/fANE0OP+IIDj/iiFrn2rRxIy+/NItoNIoUEqUVR4wcyYEH1n6YkqUQEk091WzZsoU5s9+ge7fuTL+ituBPBUXVGgwbNizZXWgx0n0G6T4oD1qErdgaggsuYWdZGS88/SQd8joy7uTTUAq2lttsKQuQn2WQm+5r8b6FIha3PLyQp+etJBAMgdKO0NcqLvyVbaNLf0RHa2YAwpeN7Di4dh6khBmBUgpV+gMiGsSXkUPfkSdw1CEHcNrxBzNqSJ9ag7mG/Hji9/v4B4rmmwEIIbzAcODvdXbNB47azWEfA3cLIU4B5gIdgXOAtxq9nm7AptZWGTFihF62rG41ydoopbjp3teZ+eqn2Kr2d2Dv/AEdqWTI8MO59dpzOWpIb7Iy05Ci/qRPSimWLF7M2rVr49u69+jO6DFjG7QNNrfgrU/w/7J5M3PnzqEgP59TTz+jVn/2F8G/P7KjIkpUga01Wms2btzIu2+/SdfuPTnmuBOxlUYpjdKabJ9Bj4L0xk/aRCxLcfvTnzBz7goqKgKgbEdwKzsm9EHZEdSONWAHY0JdILN7IP05u9r5YzMDQwp6FuZyzoRh5KsNKNti/ISJ9frv9uTZFkJ8rrUesbd/r6egj+54+j1Narv10anrgOKETTO01jMS+lIEbALGaK0/TNj+J+A8rfWA+s4rhJiCUzI3DefPfxc4TWsdbKg/7VIB9OzZU69bt67J7S3L4pxbnubNj76ttd0u+xkdKkNmd0f6OwCQ7vfyyr2XMHJovwbP+cOaNXyyZEn8c15eB8ZNmFgrtLIuexNtVJ/QB1i3bh0L5r9DfkEBp51+Rq19+6vgnzFjBldcsWua6vaKUopt5RaW1jGBDz/8sJpPFn9ARlYOx407FYXAUhrb1migdycfRbl7pgyKywPc8tRnvP7Jz1RVhcCKgrIcgW87DlwVCaJ2fA9WOOaLlcjc3khvRoIJSEMscNNjSg7t35XbLz+JUcMPiF/r5ZdmUV5ezuQpZ5Kbm1urH3v7XDeHAsg/4/81qe2WmWc2eK0EBTA60ekrhLgdOFdrfWA9xwzCEfj/C7yD4zj+G7BCa31hQ/1pl2IgGo023igB0zR5+e+XAPDqwi+56I/PYtkaI6cXZGvsnT9ila1H5g8kEIIJ1z6Cz2vw9au30q1Tbq2iH9X07dePvv1qlMSWLVuY9eIL2JaTZyEjM4PxEyaSnl7zY6sv2mhPeX/Re/z0008UdSnisum1hZ0AfO3yjjeNX375JdldaFWklBTmelFKsXlnBAX0OqAv3Xv1YcuWrbzywr9BGhx9wiSMtAxCts2GnwJURbdTGXZMSRmmpGOml0yPZFtZiO82lvPFzzv5eWs5FRVhouEo0UgUy7LAVmDbgEJFA6ht3zgCH0AYyA59kR5/bDYQE/axaJ2O2Wlce+YR/PaC0Zimucvv4P1F77FmzRpOOfU0CgsLa+3zJjkaT9CsqSCKcRLvFtbZ3gnYuptjbgX+o7X+W+zzylj99I+EEL/XWm/Y3cX2Y3FQP5OPP5TJxx/K4uU/MeH6R7CiNkaHPo69ccc3KMOHmdefcMSm38l/5pLTDufB359V6xz1jcoLCwuZdt758c/l5eXMmf0GkbATwuHxmJw0fsJelbP8/vvvWPrpp2ilOHzkyF0ydO7vgn9/R0pJt45+LMtiQ4mjCDrmFzBl2sVUBSPMf+t1SivKEWnpDDjiOCqUZGfApqQqSlkgSlkgTEVVlKqqCIFAhFAwSiQUwY7aWJaF1hpVsRVVvNpRAFqDYSILBiOlUWPrr34X0KUgizsuG8uFE4fW6qtl1R4Ebdq4kdmzX2fUqNG7PNf+VHmmm9EHoLWOCCE+B04EXkrYdSLwym4OS2fXbO3VnxvsWLs0AXXv3l1v2LBbpbdHvPTul1z0+6fjKwpVaCeqbC0yp49jr8QxC22afwf+3URW7M5Mk0goFOKdeW9TXlaOlAIhJVopOnXuTGFhFwo6dUJKydYtW1izZjXBQCAeldSzV09Gjxm7yznb2wK2feXee+/lpptuSnY3ko5SirXbA1SGFCFLEYjaVEajbNmxg8UL36E8GKXKhkDIQqXlobILCUclgaoQFVs2ECzehB2NoiyFZVvOQN6bAx36IonZ+m0LtB0X/AU5afzh/KO44rTdO+LDFrVW7r704osATD377FrtmnvEv68mIG+nvrrTmXV9tvWz6aEzGr1WLAz0aZzwz4+Bq4DLgIO01uuEEP8GqDbvCCEuBmYCN1BjAvpfQGqtG8x+2C4VQFOcwHvKBbc9zcsLvox/tkpWg1aYHWtMco/deQ7TJjT+HDVFIVSzaeNGtmzdwvat21BaUdCpMwMGDKi1Wrcu+6uN32XP2VgSYP2OEOXhKGURi52hKNuqohRXRdlREWbrxvVs+/lHAlUBolFQaR1R6Z1QFkQjUWzLxrZtbMtG2cpZdKIVHTM93DR5CDeeMaRJi6QSR/1r167lrbmzmTxlKl0SVm+31HPdHAqg89R7m9R244OnN+lasYVgN+MI86+BX1c7hYUQ7wNorccmtL8eR1H0BsqARcDNWuuNDV6nPSqAAQMG6FWrVjX7eSsDIXpPvIvKgGO2UeFy7J1rMDoORHocW/7RQ3qxYMZ1e3Te+hZq7Smu0G+c999/n7Fjxya7GymJpRQrN5axqriSbZURtlZaFFdG2FkVoawqQlUwSiAQJRSyCIUsIuGII/wtG6k0vQrSuHXKoZw+steeXbfOYOjNObMJhkKcObXGrNrSJsxmUQBnNVEB/KtpCqC1aJcio6KiokXOm5nuZ/v7d3P3o/P57xnzkb5s6DQUteMbtC8HI7sHH6/4mY6jb2X7+//T5OXhUkJ9RZ7qcy6D84MwcAX+nvLBBx+4CmA3mFIyrEcHhvXoEN/23ZZylq4r46fiKnZUhrEsTQe/wUFdsjhtSBHZ6fu2mCzR5BMIBHjisZkcf+JJtdbTtJWBjZsMbj/itstP4lfTRtNt3J0Ew1FkwcHYFRuxtn+FWXAwgVCUjJE389mzNzG4X5e9vo5rv3dJJgMLsxlYuHtT476QaPL5/vvveG/BAq68+tp4mHRbClwQou2m4G6bvU4B0tP9lHz0F04+xskoaGR1Q+b0JrplGcp2TESHnXcvT87+NJnddHFJKZSqLfzfnf8O337zDddcd31c+Ju0HeFfjYgtEm3slWq0SwVQULDvGf6aykv3XsrbD14FgPRmYnQahir+GhXcAcDVf36Zy25/rtX647J7pk+fnuwu7NdYVm1f15OPP0ZOTi6Tp5wZ3+Y324bJZxdEE18pRrtUAK3N2BF92fnh3fg8JlJKzM7DUMHt2LFEVs+9vZwjzmuak8jFpT2S6OyNRCL87333Mn7ipFp5tlImrn8vaKszgDb8le+e7du3t/o1/X4vpR//lYOn/JUfNhRj5h2IXbYea+cazA79WLnmF3qNv4Of592x19ewLL1LtFC1E03g3EyvN/UeslRh5syZbb4eQEtQFgjz7JINfLq2hLKIjTANMv0eOmR66JabxiFFWYzunbvXqaQTgxmKi4t5+qknuPra6/H7/UA7WK/SjAvBWpu2/LWnJF+9cguX/OlZXpj3BUZOD1TVVqzibzDzD2JrSSX5Y26l+IO/NHoepTRRa9flfYnoOv+PAtFI7bBenwTTbJsPp0vzY1mKf8z+iofnr6IiCl6fF1+al8xMLxkZHjIzvOR4DPx+E5/XxNKan3ZUsa0yTJoh8ZmS/HQvw7rlkNaEIXs0QfivXrWK9xe9x42/vinuNG0rUT4N4RSEaZu/sTb+1acmT9x1HocN6sFN972BzOgMhg9r6xfIgkOpCkbJOupmyhb/td7IgVBE1xv6Cc4Kzq++Wsl3336L1goVq2qWnpHJ8BEjalX0qiasIBxTCgbOSKutPqwue8eXP25j2j3vsnZ7EOkxMT0mptfE6/NieAx8PhOhwgQ2/UCwfCuVXkmp30uxV9ApP5+c4cPIzOxEusfEbxoILVm5qRIpBJk+g36F6ZjGrs9yYpjnZ599xk8//sAVV10d39+WTT51aaMTgPapALKyspLdBa455xiGH9SdsZc9gPTngjkQe9ty6DQMy4Lso35H8fv/g9/vdUw79azHi0QivPHGa4QCAYSUSCEYMGAgZ049yylrGWtXWlrK58s+46NYVTMVW9w35NChDD7kkPj5LO0kagSNwKn8tT8pgzFjxiS7C63G42+t4JaZH1IR0s4QW3oQMR+VVjaR9SuwVBjT4yHiNfFn+Mnr2Z+CYQfTMTed3HQfBZkezOBOfvpqOWsClXgEeIXkkKEj6H/gIAwpsDWs2hLAEIL8LJP8LKe+QGKkz8eLF1NcvJ2zzzk3vq09CX9ouyagdrkSuCVSQewt20rK6TX+LjRODnR72wqMzsOQ0mTYoO6888h1tWYCylbMfuN1ykpLMUyDk085bZe0t9U0dueWfvoJq1d9j5AS0zCYMOnU3aSQ0PgNp8ygS9vlnqcX85fnPyEcVSANEAYYJhgeVNl6dNU2pBRI08Tfcyi+rI6xmYCH9HQPaWkeMjI8ZKd7ycv00THTS+dMDwWZHnK8HrK8JummydfLP2Hz+rVIITjqmLH06NnTiYUXTuW93DSDdJ8HIQSLFi4kHA4zfuLEeD9TTfjv60pgf5f+utdFjRbfAmDVPeNTaiVwyioAIcStwGRgABAGPgVu1Vp/3dixzZkMrjkIBEIUHPsHlHYKV+vtK3j92QcYc/ig+Mjhxx9/ZPGHH4CGSaecSn5+/m7PZ1KTDEs59TUazS0UDIZ4a+5sqqqqADjuhBMp6tq13rY+AV5v+1MG7TEZ3K0PvcsDr36GZWsQ0rFFSMMpulWyBh0NgJTInB4Y+QcgpMAwDQzDQJoS0zRI83vp1TmTYwcXcurwIvoXZuORsK0iyjdbK9hUHsIjBR18HnJ8XvymxGsaSAGffriA4m1byMrOZuIpZ+D3mnTIcIT/vLfewp/mj2fxTNXFXfuqANK69Ne9L2laXeHv/jIupRRACt6OOGNxCht/hvPs3AUsiBVGLmnoQNtuyHXa+qSn+9n50T0UHHsbkShcetV1fLlkHgO6d+Cz/yylpGQH3bp156JLLt1lWG8AnibY7esW9rMsTTjBmeD3+5l8ppNfRSnFu/PnsXDBfACGDh3umIpi1w5rCIcUGkg328/MoLKyMtld2GdCYYvr753L8wu+cirZVQt9IVB2FFX8nZN2WQhkx34Y6flgOLMBbUXR0iDTZ3DdyQP53ZmH4G3AA9utg0m3Dmm1tpUFo6zZUoVlK7weg2OOOwnTkJSWFPPS8/8mzSOYMGECSz7+mO49enDUUUejtSYatchO97T015M02qgFKHUVgNZ6XOJnIcQFOFnujgbmJKVTe0EoGnPqCskv7/+VrsfeSqYPstKyuPvPd3LtDb+K5z7RWsdnBH5j3+zzpilq3dxgRGPHBLyUknHjJ6JjEv/TJUt4+qknQEPvPn04etTo+HFVUSDqaBKfAf52ODNIdUpKA5z1x1l8vDKhQLqMCX0rhCr+HlBOwfSCWGJCIRzloG1QisMH5vPsrRPplr9vqR1y0jyM6O2YJMsDYTaVWSil6dAxn7PPu5jcDA/3/PkOsrKyycvLQ2tNIGxhKwiVRxECOqSJBivjtTlE2/WltaW7kIUTMryzsYYeT3JHGrtz6n6y5GP+54I+zHx1Pu/M+l8uvvRy7v/nP+jSpQglPEz99SPMf/gaMtP9zd6ntIT1AeGIJprQv5FHHcXII5160999+y3PPPUEAHkd8xk3YZLjOEQTtCAYq2hmAJn+tpUDpUuXvc/L1Nq8tWQV1973JluKK3eZFapoBarkB+eD4UV2PhgpzdgwVICyMQyDyaP78uStp7TYPcpO95Gd7iNswbbyIJatmfXSy0yYeAqHH3E4q1et5pFHZqCF4NTTz3T8TwJKQwAW6R5IT0Wb0B4icJ3ALY4QYhbQDxihtd7FxiOEuAK4AqBHjx7D96QmcHMRjOpdHLOWZfHyS7MIBQMMGTqMIUOdghi/u+9VRg3tS2lFFTcF9QGtAAAgAElEQVTe9Ht03sFI04uUgh2x6KDWwLIUwepvU9d6Y/PmzSxa8C5KK3w+P5NOPT2+eKf6sVHaiSjyeyCjHfyYk8WWHZVc+fe5LFy2NlY2NKFOrgYV2I4q2wBCIMw0RP6ABMHuCB/TlFx52gj+etUJrWa2S4z2eeP118jLL+DAQw7DkE7XTUOibJs3XplFMBRk8MGHMGzEYbFeC5yINEGWD0zTaJU+12VffQDpRQN0v+kPNqntyrtOSCkfQJtQAEKI+4BzgFFa658aa9+vXz+9Zs2alu8YEImCVU88zrfffsNnS5diGAanT55CZmZmrf0C6DXuj5RXhlBKYW9ZhtF5CNLwYkhB6eK/tPo02bIUwYTY7XitbjQVFZW8Ned1opaFQHDMmOMo6tat5i/XTjvlVPwj3QMZPiOlZghz5szhlFNOSXY3APj252L+65H3WPzleqIRy7HbQ7yCllIWqmQNRAKgQfhzMTocUPskArxek99OO5o/XNz6Ia6Jcf5vzplNx4ICRo48EgCpFSUBRzvIeCoEWL5sKd9+8zUZGZmcPvnM+DOutTOBMQRk+lp3ZtkcCqD/FU1TAF/e6SqAPUII8Q8c4X+s1vr7phxTVFSkN2/e3GJ9sixqmVCqx/2hUIhXX55FNGrRp09fRo0evcuxXlF7ZW6nsbdREYjUKIFCJ0TU5zUpXfzXFvsbGsOyFAGregDq/H3Vj4ptK95bMJ9t27aggTR/OidNPBmvzx9XBE7db+fd+XFr0k3ISTeTZv+98847k5IKYtGXG/n7qytZ+u1GqgJhsKMJNXJr6uWqil9QFZtiX7RA5vVF+rJiBdRryEgzufuqE7ni9MNa/W+pJlH4z5/3NhmZWRw9ahRQO7WDUoqKkE3YqvZVO4qgrLSMubNfBWDwwYcybPiulQs9UsTWqrSsMmgOBTDgyoea1HbFHce7CqCpCCH+iSP8x2qtv2vqcS2hACLR+tMyKKVYuGA+mzZtwuvzcsbkM+Nmkmok4Pfs3kbYcfStBEJRlLKwt3yO0Xk4UkqyMvxse//uZv079galFFVhjZVglYCYgAdKd5Yyf96bWJYz4vN4vIw5fhzZOTlOOKLWKK3j/7dVjYJQzkaEBI8A0yPxSvCYEsOUGDipBCylCUUsqqI2lRGbyrBFacimImQRiCgCEZuw0oQtRUQpLIuEazrnyF85i+0HT0UIpx+OBNPIWAy7R4LHEKR7JemmSY5Pkun30DHDS4ZHkuExkEITVYKKYJTtZUF+3lHF+m0BftpWycbtlewoC1IZjGBFnVKJ8TKJ1ULfjsaFvirbgCrfRLUolen5yOzusS+49u+ya34Wj952OmOH9mrp290oiYndPvzgfWzL5tjjjwdqotbqIxK1KA/X2MyrzebLPlvK999+A8C48ZPoXFi4y7FSQIa3ZZTBPiuArgP0gU1UAF/c7iqAJiGE+BdwAXA68G3CrkqtdYPxfM2hAOqO8uvy4Qfv8/PPawEYNXoMvXv33qWNCXgbEPyJ5Bz9OyJRG2WFsLevxOg0DCklhR2zWDvvzr35E1qMQMQmFK1RAInmHzRUVlWxcP48KivKQUgUGtM0OezI0RR07hJTABrb1tgxIW3Zysl/pBRRpYkom6itiShHoEdtRURpwtHYfksRVRCxNJZyzmPZzrnsmKKJdS0uSjutnMWWwVMTlFDsWKWxbYWtNFFbYdmxd0sRsRS2bROJKGxbEY3a2LYiHFZYsZKItmVjRS2UrZzauMp510qjbBtlRWDnWlTFLwmjfoHMyEdmdyM+TULHtasUcNJhB/DUH84gO7P5gwL2lsTEbv9ZupTi4u1MnHQy0PQ4f2dWoGJRaaI6ihWlFG/NmU3pzp0YpsG4CZPqXQ8jAFOAr5lmB/uqADK6DtADr364SW0//+NxbU8BCCEOAMYAvYA0YDuwHPhYax1qkY4JsbuO3am1vqOhY4cNG6aXL1/e5Gs1JuzBMe+8OWc2gWAQrRUjRx5F/wED4vurzSQS8O5FCKdSipyjf4dl2ahoAFWyCrPzUAAG9Cxgxcu37tH5WgvLsqgKQ1jVKIDE0b6Kfa6squLTxR+wo7gYjag1K1DKaZObX0BBUXdMfzpGWhrS48cGIrYibNkEAkEqAgGqKquoqqoiUBUgFAwQDASIhIOEQ2GEEChqFAAkZEy1IijpjaXK0FgKlFYxC4yjDJTWaMMLhi/27kVJD0r60NKDNtKIWALLUoQrSrEDZUQrd2IHyrEC5bEV384aCpRGKRs0yMzOkFmE1MoJzYR4AfVqNdW3awceuPEkxgzddTCRClT/ToSAL1es4Mcff4jn8m9o5N/wOW0qnPpJjiKIObRt2+KtubMpLysD4MijR9G3b7/6TxL7qe3tAsbmUACDrnmkSW2X/eHYtqMAhBDnATcCI4CtwGYgCOQBfYAQ8Cxwj9a69cNudsPgwYP111/XLBh2zAENZ9asi1KKJYsXszY2yvd4TCZOOmU3qRRi5ot9NG1HIha5o252TBbhclT5OsyCgwE48Yj+zH7gqn27QCtgWRaVIUUgCgqNrap9Ac5IW2lqRt+xGYBta8KRKFu3bmbD+nVUVFYQDIaoCgawtDMytzVoaSC8aUiPD2H6EF4/hi8D6UtD+vxg+BBC7nYG4CnbRDirqNboX+nao/9I1CYcCBAKVhGqChAJVhEJBomGAkSCAexwGCsSxrY1SvoQ3gzwZKCNdJQnwxn1J84AVMwEpGxH2CtHAZhSMKJvPv/v6rEcNqAoaferqSQK/9WrVrFs2WdMO+/8+P7mSO8QDNvxxYuCGhOR81v8kPWxyD7T42HCxJPJzml8TYOI/WsAHqP+zLjNoQAOurZpCuCz36eWAtjtbRNCfIFj6nsSmKK13lBnvw84EsdGv0wIcY3W+qUW7GuTKSkpIVAnEL+xON1Nmzby0YcfEI3WxLUdccTIeh251TSH0E/E6zVZP+8Ouo+7wyk4n1mEVfwdZv5A3l26mivueo4Zf5rWfBdsAUzTJDcTErMXWZZFecCiPAKWrdHCMdNIIVBaI6XA4zEp7NKN/MKuRGxFVKn4e1jFzDJaE4oqrAQTUNR2FItjynF8BU5woUPi/zus+5gtg6ciY9c3RLWDWiCFxhDCyWqZnoH0+vFk5hG1bCzLMf1Ylo6bgCKRBBOQbaNipiJlOxJMGxotNFJClt/HiL753Dz5EEYNTn1hXxelambImzZuZPHij7j0ssvR2jFVNVf0b5rPoHrdcTDs3F+NY+Y5ZvTYeLtQKMRbb84hGAwAIITkgAP6cPjIkbVMQtWzCXAGf7YN8dWQNGOBrnZaD+APWus3d7dTax0G3gfeF0L8AUipeWvdG2JZFj+vXcsPP6xhx45ip42U6FhK5U6dOjN5ylS83obj731GTR6eliA/L5uVL9/KIWf+BZnWEZQVLyrz9JxlDDqgC786/9iW60ALYJomedkmebvZHwxFqAgrykMWwbBNxFaELEfwR22FpRxFYGsgTaCUozS8UuD3GOT4TbK8BrlpXjL8HtK9ErOem3TnSnhoyqBa2wIRi6qIzY6KCNuqwmytCLOjKsKOyghlQYuKkEVl2CIcsQlGbCxbYVsKoTUSSDcl+ZleDihIZ2TffIb3ziMzvXXWcLQW4djUORAI8Nqrr3DdDTc6ipOWy+2T5pNxZRCOKCIxZSCIpTWZMrWWBP/u22+Z9cJzTlABOIEFsWLtvQ/ow8GHHEp6enqtazSXzBbNeK7WZre3T2v9phAiS2td0dhJtNbFQHGz9mwfKCsr4/rrrgal0MIZIfh9PsaNn8iQocMorCfKYHcYgLeVFxb361nAOw9fw7irHkRmdEarKHbZeoycHtz6zzn061HApNGDW7dTLUia30uaHzrltP61070m6V6TgkwfB5L8NOKpRjDqvCulmPHIQ1x3/Y3xKDB/K/0ufF5ZK9dVIKQcc27CNG/goEEMHFSj3KtH/0opVn3/HTMfepAffliNqB4YxCLPCgubY0bWdgvCNOYDqAJmAY9qrT9utV7tIwMHDtLLV35ba1tJSQkLF7xLKBRCa0XnToWccNJJTpoDnWAnluBrYuROS/PM3P8w/c4XALB3/ojwZjoFZoCVr9xCvx6dktm9Nsfnn3/O8HrizV3qp1r4Azz84ANMO//CuA8sLUXyuikFVdFdSyitW7eODxYtRAqJlJI+ffpy+Mgj65iInJF7hk/uk10+s9uB+tAbZzap7ZKbR7cNH0CM3wKXAB8JIVYDjwL/1lpva/Ge7QNp6ek1TsCYZM/N7RDPhgnOA/L0v59Ca82QocM45NAhgJP3LBrW+AzwJLmU4vknH84PG4q55/EFGB36YBV/B4YP6c/l0Cl/ZcvCP5Odnd74iVwAXOG/ByQK/2ef+TfjJkxKKeGvVI1pqtrcFwqFePXVl4mEwxQWduGCCy9pMExUx//ZR0TbNQE1NQz0UOAyYBpOUrY3gZnAPJ2CCwnqrgOwLE3EZrelFpcsXsyqVd/RvUcPTjixVhLSWKGUJCuCW5/ilQVfAmBtXYHseCDS9GNIQfknf0updAupTLJWArc1IlaNr/TNObMpLCpi+HBn0NrSPrCmkKicALZs2cJbc2djejycOfXsXWz91ezOnLuvUUBZ3Q/UQ371aJPaLv6vY1JqBtCkW6m1/lJrfQNQBFwIZOKkZF4vhLirBfvXLJimIN0nyIy90j21IwCOGjWKSy6bTq9eB/DEYzNZuPDd+L6QDZXh5Oq4Z/5yEUMOdIq3yIJDsIu/dlYNK03XE/6Y1L65tC/C0Rrh/8mSj/GnpcWFv0ckV/hbliaQsGCntLSUxx+dwZKPF3PxpZdz4UWX1BL+Bs5spfrVkr48Ec931PAr1dij26m1jmitX9RanwScBqQDv2+RnrUgUgoyYsrAn5CAsG+/flxy2XSKuhTx6IyHWPnlivi+yrAmaiVPEXzy9E0U5GUipcToNAR72wqUUpRWBDl0yl+S1i+X9oOVsMr3+++/Y/OmTRx/wolA84c87ymBqJNiXSBQSvHvp55g3ttvcvGllzN5ypnxWXB1reuWFvh1qV7N3Ngr1dijWyqEyALOBS4FDgO+A/7cAv3aJ+rm4mkI0xRkms7oIhSzKQ4cdBADBx3EovcW8uiMh7jw4svwer2EbYjYmgxfcu7k+nfuosPRNxOKAB0HobavRHYewur125n2uyd57p6Lk9Kv1mZHeYj/bCjlq18q2VYZJmgpLOXUo03MPClFLBYktsI0M7uIX73xvVNLBTCkQEon6ZjHEHgNQaZX0sHvoTDLR79OGXTLSdsvTGyJq+G3bdvGksUfcenlVwDOKDFZwr9ubY0lixfzzTdfcfa559ValClxUkMkhTZcEKapPoAxOEJ/Cs4goToy6NOW7d7esS9F4RMVAUAkEuHfTz7GgQMPYtQxNYvCkuUbCIUi5I2+xVktHNqJqtyCme9UFPvDFeP4/fRxjZyh7fDet9t44pN1bCgLgxR4TAOfR+IxYi9TYBgSQwgMKTEMEUvs5gh/iE3NqU4zUPMupcAQYEqBIQVmtSIwBR7DSUhnGgJTSjxCYEqBR0rSPAZdc/z075SB39s+6h8kOlQjkQgP/ut+fvVrp3ZyMgVrYn2NSCTC44/OYPjwwzj8iJGAk37FQOxz//bVB5DdY6Ae8V+PN6ntohuPSikfQINPsBDiNpwooD7AUpy0EC9orataoW97TUlJgyWDG6R6RhC1NGEbvF4vl19xNZ8u+ZgnHpvJRZdchpSSkA2m0vi9rasE/H4va+b8gb4n/xnp7wBWCLv0R4zcPvx5xjscfnBPThx5YKv2qbl4Zel6/t/bq6mIKLxeA49H4vUamKaB14wJfOnEXGsVpXzzJgLFm7CqygEwjNjonwThL2vWg/q3rSLSaUBMCWiklJhCIGRsNiA0HsOgc9fudOvdl7y8vLjg9xgSj5BIBNsrouysKospHkFumkG/zplttnZyOJ6aSPHgv+7nmmuvj+9LhvBXqvYgbPnny/jP0k+59PIr8Hq98bxb6SkSrg2pad5pCo2tA9gGPIMz2v92tw1TjOZMB53oAC4tLeW5Z55iwsSTOaBPn/hS+PRWVgIA73+2igmxBFR22VqE9CGznEUt3752G7277ZpFMRV5YN733PfmKmwhMT0GHo8RE/4GUmpCv6wiUrIR05CYhsSQEinB6/GS1amInMIeZOTkYZoGhnQUgCGrR/3OfamenXdY8SJlQ8+OmYmc0b8pqkf6Aq8pEHaUsq0bKNn0M9GqSmeGEDunISR+j4fDRx1HQX6+M9uIzSSkdM7pNyUHFPjx7k1mtCSQGFHz6MxHOP2MKfEMnMkI96xr8nn+uWcoyC/ghJNqZrZ7kmW3KTTHDOCIm59oUtsF1x/ZpGsJIa7BCcPvAnwD/Epr/VED7b3AH3AyKBfh5G77u9b6/xq6TmNPaVetdbSRNu2aTJ+Im4Vyc3O55robeeXlF9mwfh1jjj0ODVRFNBmtrATGHjaAP183iT888CZGTm+sHd9D0I9My+OgM+6m5KO/tlpZyT3lx81lTLp7ASVBG9NjYpgGpinRWlO1dhmVoTIMwxG62T0GUnjYRDymxDQcM5ApnZw9HkNgGAItRDwFgCGdZHNSCEQsHYDSNcpAa7C1k6PHVtqZIShnBGfZ4DU9dOrRl269++EzBF5D4jEMvFLgNQxUKMQXn35AuMpZIC+BUceeSOfCQqQQ2Bp+3B5CCEFuukFhTuqkcq5LOOGX/dKsFxk9emxShX84quMJG0OhEDMefpAzppxJ9+494m1SadSfSHPOAIQQZwP/BK4BFsfe3xZCDNJar9/NYc8D3XHK4q4BOkM8m8bur9XUMP6YRroWJ+fPYK31T0KIW4CftNazmnSSVqKlKoJVzwaEcJxRGzas5+xza5KzpZmt7ww6/7aneOXdXdcIZKR5KP7wnlbtS2M89NY33PbschASwzQwTANpQGTdMoQdRpoGmb0PJT2vC6YpYy+BYTgKwjAEXlOS4TPpnOWjT0c/gwqzOKQoi845afXm/0mksXUAoajFxtIgG8tDbK8IE4wqEM5CI5+U+AwDnyHxGhKvlBiGBGWx5IMFVJTuAA2HH3UMvQ7o4ziaY/4GjyEoyvEkrRJafYSjNRE/8+e9TU5uLkfEyjkmI+InFNXx/vywZg3vzp/H9Cuvjn9nHtFyCzP3dQaQ03OgPuqWJ5vUdt41Ixu9lhBiKbBSaz09Ydsa4GWt9S554YUQJwEvAX1iaXmaTFOdwL8CbgbuAf4KHBRTABcA07XWu0+ZmQT2xQncGIFIrO6tgLVr1/LW3NlcefW18QfVJ1vfOTxk6l9Z9fM2Jw3xtuXxYjI9Cjuwak7y1wn86eml3PvGN0jDQBoSwzBQZetQO9chDZO0A47Al9UBIWNOXUNgmpKMNJOxBxbwmxP7UJiTGiue1xVXsGFnBKXAaxiO+cgQcUf0Jx8tZNsvmzA9Hk45Yyo+n88xR+HMTgqzk1cSs5rEiJ/Pli5lR8kOxk+YCCRH+Cc6e5csXsymzZuYetbZ8f3+vaivsSc0hwI4+tanmtT27auPaPBaMVNOADg3MbtyrEDWYK31mHqOeRDoD/wHZ51WEHgbuK2x4llNvdVX4Qj6N4UQiWGfy4GDmniOViMQCLTYudO9jkkorKB3795cNv1KHvjnP7j8yqvJzMwkrEBFNN5WNAmteOkWuhz7e0org9BpCPa2L5CFw1m/ZSdTfvMYr9x3Wav1JZH/e+0LfvfkUpAm0jQcBfXLcqxIFUaHbvj6HYs0JMIwiEajeE2D8Yd25r7zh+FtAYdqc+QC6pmfRc8E90pJZZgNJWEnrbXWHD3meAwpCAaDzH7lBZRtc8yxJ9CjR08QsKXcRkqbwmxPUsJLE4X/D2vW8ONPP3DOuecByRH+iQu75r39FqZh1BL+qWryqcsemIDyhRCJo9MZWusZiftx1rBtrXPcVuCE3ZzzAGAUEMaJ1MwF7sfxBZzZUGeaert7Al/Xsz1KE+xMrU1paWmLnt80BVJpgpaz5uCGX9/Egw/8H1PPOofOhYVEAWnpVp0JbFr432Qf+VvAhLwBWNtXYhYcylsffct/P/w2f7xqQqv1ZeHydZz6pzdQwgDDg1IKtWEZWGE8XYdgZnZESomKpVU++6he/O2C4S0eRTN37txmzweUl+kjL9PJVVkVsti401EG6elpTJ12EQJ47503+ei9+Rwz9nh6H9AHIWBruYVpCgoyW8/YnpjXv7S0lIUL3+XKq64BnNoIyRT+L816kV49e3HYEUfEt7UZ4U/t2gONUNzE2UZd04yoZ1s1MrZvmta6DEAIcR3wjhCis9a6rjKJ09Rb/hMwDKhb9Wsitev17jdIKUgzHSUgpeS6G37F44/OZNTo0fTvP4CwAjui8bXSTEBKyc9v3+4Uk/FmQmZXp45AXn/ufnwBI4f0bvHw0EAgQr+LZlJSGQVpgBBYm1dAtBKjaBhGeg4IgW3bdMz08s4d4+jbJQk5oFuIDL/JgC7OT2pLWYhAxHFCnzjhZISA9955i8UfvMcJJ06ga4/u2Aq2lEfJ8EBWK3hdw7aTUd+yLJ584jFuuPHX8X2tvaQhUfg//dQTHJFQYtUgdTLyNpVmtFAV49SvqZuzvhO7zgqq+QXYVC38Y3wXe+/RwHFNTgXxd+CBWIlIARwphLgd+B/gb008R7tDSlEr+ufSy6ez7D9L+f5757u3cMLaWov8vGzef8yJ4ZbpBQhPOnbZekBw6g2P8tOmlivZcOH/vEHH0/9JSUUYALXzJ6yfP0Jmd8XseQzCm4mybA7pnkvZcxfw4yNntSvhX5fCHD8HFKTRMUPGSmLCCeMnceGl01mx4jOee+pxrGgEQwiCFmyviGJZVuMn3ksS7ewPPfgAV119bdwE1doRP4nC/8nHH2XU6LFx4e8VbU/408Q8QE3JBaS1jgCfAyfW2XUisGQ3h30MFAkhMhO29Y+91x201+76HkQBTceJM+0e27QJuENr/ViTTtCK1K0J3BpUJQQvv/DcMxx8yBAOGuwUbTGh1WYCAPc/+wE3/+9sZwResgbpy47XEdj54d3NGh763bptHHb549gIENKpZVz8HTK7OzLvABASEAzr34mP/j45qWkVVq1axYCYoGltqiIWO6tsjNjitHAoxMsvPEPHggImnXJ63IDgMSAnrXmH49URNgLBE48/yvjxE+lS5KwZaXXhH9HxTIyPzXyEk8ZPiId5ekVyVtfvqxO4Q69B+tg/Pt2ktq9dPqIpUUBnA0/jhH9+jOODvQwn+GadEOLfAFrrC2PtM3FG/J8Cd+D4AB4BvtNaT23oWk3+NWqtZ2qte+JMRQq11t1TUfgDjZZ1bAkyvDVWwHOmnc/XX63k65UrgdafCVx/3hjOnTAMADOvHyqwDRV2Vst2Pan50iGfdONTDLt4hlPsXWmsX5ajStdhdj8KmdsTlE23PB8Vr1/Fx/edmfScOkVFyavHm+E16dbBR6ZPgNb4/X4uvGQ6hxwylEcfeoAf1qxy1hEoQUmVRSRiN37SJhBOCK985ZWXOOzwkXQpKkKjae2BdmKd7ocffIDxEyclXfg3F82ZDE5r/SLwK5wB9wocB+9ErXX1aL5H7FXdvhLHQZwDfIaTqucDnPQ9Dfc7BdP57zMttQ6gKQQiNVPtF59/joMPPZRBg5xAqdYOER12zt/47ifH/Bfd8jlGwcFIw0u3zjms2Yfw0FXrtjPs4odRsUoYqnILqmwdsnAI0pcFCDwegy9mXkKfotxGz9dapFI9gOKKqBNOLJ3cRfPenEtJyQ6mnX9hvEqdISEnzWj8ZLshcVXtB4vewzBMRo12IrZbW+AmCv8ZjzzIKaee7sxCNE7epSQK/+aYARx/+zNNavvKpcNTKhfQbodkQogFQohRjZ1ACJErhPi9EOL6xtruD6QnzATOPncan3/2H9auXQtAWLXuTGD5C7+lQ5azEtXoNDSeQnrj1jJOvaFpJezqcv7tLzLkggdRWqOUwtq8DB2pxOx2JNKTDsrmjxeOpPzNX6eU8E818rM85GcazrOiYcKkUzj51NN54tGH+erLFUjphHWUBmwsa89nA4nC/8sVKyivqEia8A8mCP+nnnicceMn0aVLagj/5qCpo/9UzBfU0Jz8GeB5IcRqIcTfhRDnCCHGCCGOEEKMF0L8RgjxKrAZZy3Aa63S4zZAohK44KJLWDB/Hlu3bAFaXwlsfPeuWAI1iVFwCGq7s2r43U9Xccs/3mjyeSqrwuSdcBevvOcEfamq7ajNS5EFB2Hk9QWtKMpLp2Lezdx2fqPjBhecyK38TJM0D2itycnJ5bIrrmH79m28+JwzohRCUBmFQHh39ex2Raka4b9u3Tq+Wvklp5x6GlAd7tm6wr/6aX/+uWc48uij6dmzJ9A+hH81Thbaxl+pxm4VgNb6SZwFBncAA4CHgEXAJzglIS/BCQ8dqrWeprXe2NKdbSoZGRnJ7kKtBHHTr7yal2a9EF+fEFbEc9e0NFJK1s9zzB7S9CNzemEVO0L8n89/xGsLv2z0HM+89TkF4/5MMGw5juVtX6EDOzC7HoE0vKAVz98xhR9n3ZDSGTGHDRuW7C7US7rPpGOmiXDcAxx/4kmMPe4EZjz4AOvWrUMKQVRBeahpSqA6k2ZlZSVzZ7/O+RdeBDi+V18rCtxwgvB/9dWXGThwEP37x6J92pHwB+KrvRt7pRp75AMQQuTgLPzakcpJ4loyFcSeUh0dpJTi//5xL9dcf2PcSd2aCeS+/H4TIy/8h9OXyl/Q0QBGhz4AfPzUjQwb2L3e44698mE+/XqjY+uPBrG3rcQoOAjpd8w73Tpls+blX9d7rMueEwzbhOzqPEKCV19+Eb/fz6RTTou3STfZraKtDrFUSvHPf9zLjb++Ke58b82FVVFLE43pq3lvv0WHDh3iuYZSTfjvq6kNIjMAACAASURBVA+gY+9BevxdzzWp7XMXDm0bPoD60FqXaa23pLLwB9i+fXuyuxCnWshLKbnm+ht56F/3o5Tzy0h0jLU0hx7Ylf/73WSnL5ldnJDNik0AHH3RPyktr50+o7IyRO7YP/Hp1xsAUOUbUSWrMIoOR/qyQSvuvWFcmxL+M2bMaLxRkknzGeT4q02ImilTz6Zvv/7MfOhfRCMRBBCwIFiPSSgY0fG1og/9636uTIj1b03hb1maSKx7nyz5GNMwahLNpZjwbxaacR1Aa5O68/V9IBpNLf1UrQS8Xi/nXXARj898JL6uOxRtPSUwfcpRTD/D+SEaub2dmP3gDgC6jbs9rpjeXvI9BSfdRTjiLEyytn2FtqOYnYcghSDNa7D1rVu45syRrdb35uCXX35JdheahJSSnDQDjxRoDQMOHMjFl03n8UcfYc3qVU7qag0VCUogVG1uEY6j9fTJU+IF0lszU7lSTp4sgVNXeMOG9fFc/pKWy+iZbNqjE9ilGfHFvun8/HzGHHscs158HgEo7dhKW4v/u3UKhw92zD1m/kBU+QZUNIBtazod+3suv+tFJt/kZDZUVoTo5v8gs7th5PYCrZl4VH9KFv6J7KyUSwHV7vj/7J13nBRl8rift7snbGBZlmXJICAZEVgwopgwR0yYTlRABbP3u+Ql7+57d96Zs6CYEDBnRE4UFblTgghKkCRIZpewcUJ3v78/3p7Z2WVhB5jdCfTjp12mu6e7dqen6n2r6q3K9mnkOAu1vF4vN427laXLfmDG9A+iDuXyoE0gZEdz/d968w2KhxxF+/YdVJZNUwd9ncXMJSUlfPn5bC67/AokStE0dfe8psSdAaQQun7gudONhWGIqBHo0aMnXQ7ryswZMwBV+KMpM4M+n3Q7HVurMgxaq/5YJUuxbZPKgMUr0xcqf3/lVuyS79FbFzv+fsmHD1/Lm/+6psnkTDS5ubkNn5RiGIZGnl89OBK44MIRdOjQiYlPP4lpmghUExqAWZ/8hzZFbejXt19SUiwj8a5QKMTkl1/khjE3oqoPZbjyB6cPdcNbqpGRBqB169bJFqFeIkZAAkOOPhpb2ixcoILVoSZOD/3x/T+Q5TNUemjrAVjbvgNNU1k+pcuRwTKMNoPQhCDbZ7Bz1h85ZUj3JpOvMbj77ruTLcIB08yvqZW7Evr1789VvxjFhCefYNPGDQghWDBvHqFgkOOGqhTcpva1x8aznnriMW4efysiEn/IYOUfIePSQGMRQjwshOjX2MIkivLy8mSLsFcMQ+Bx/upnnnU2P3y/hM3OquVQ/KneCaHk878jBGi6B72wD+bWhZibF6D5W6K3OByk5MRBXSj99F78fl/TCtcIzJ49O9kiHBRZPo1ImaDs7GzG33YHsz+bxbSpU1i5aiVnnXNu1N3SlL72YFg1SQJV3G3kFVclJdMtWQiR4QYAGAJ8J4T4RggxVgiR15hCHSypbAAA1Xzc+fc1117H669Ni1aCbMrMoFv/+RZSgvM/rOBubN2Hlt0SpM3JxYfx8RNjm0yexubzzz9PtggHjWFo5EQzeiSnn3EW8+d9jdfnJZLR3ZQuxVBIpXsKodI9+x85gNZtVCVjX0b6F+ono4PAUsrjgT6ohWB/AjYJIV4SQuzRnizRCCHGCSHWCiECQogFQogTGvueTUFWzMho7E3jeOapJ6Kvq5vACBSP/DeT3v0aNF0Vi9u5Gl/HYRj+AtVgXtp8Nm8Vz77930aXxWX/qDbViLOiopIpk1/mX/c/RM+evZnwzJPRTK6grZRzYxK74njxd4uwLItBxYORMjmtUZNJxgeBpZQrpJS/RpWDHgnkAjOFECuFEL8RQhQkWjinLOojwN+Bgah62B8JITrt841pQsQ36vf7Ofvc85k2VS0mkaiFNI2BaZoUDvsdS9duA8DatRY7VIFR1B+kRMttjdD9WLvWAoJb//k278xe0iiyuOw/kUCraZo8+8yT3HL7nSA0+vTty2Ujr+TRhx6IrjgP07gZZpFFZyUlJcyfN4+zzzkPKcGrH1rKHzJ8BlAHD5CHKj2qA+uBa4D1QogrEygbwF3AC04p6mVSyltR3W9u3tebWrVqlWAxGg+v8wl06dKFzp0789msWQCEGyEovKVkN82O/y2VAbVOwixZitA8GC0OBwRd2isbrud1BARW2c8gBFf8ZjLffL8+obIkgzFjxiRbhIMidlX54488xM233Iaua1HFkp+fz2133s1r06awYvkyBKoUeWPMKCuCqsOAbdtMeflFrr1O9Z0WKBfnoYQgPv9/OscAEEIMdrrPbwb+hWo+0F1KeaqUsi9wD/BQogQTQniBYmBmnUMzgeMSdZ9kYxgiagSOPe54duwsZdXKlUBig8LvfbaELmf/FVAKxNyyAC23HVqzdoDk/rvOZ+lbv+WWkSqLRG/RFawgdrkKUA8b/QTfr06PhVSZSGVQRn38Tz3xGKNuGIPfryq9ZhlEg8OapnHjTeNYuvQHPv/s0+iCw0TGlqrDNipqJJn07DOMumFMdMVxji/1lFyjI1R3wHi2VCPeLKAlKPdLR2AU0FlKeY+Ucm3MaVOARA69C1EzjLr9LLeyZ79MnOD0fCHE/FQqBREPhiGiH8TFl1zGxzOmEwqFgMR8ce/411tc/uvI4q5qrK0L0AqPiNbzmTf5TsZfrhT/v++8gLOO7w1Sohd0V6uFK5W7aMhVD/Pz5p0HLU+ymDjxwEpgJ5vKoFrlK4TqonXhiIvJz1efnU+rUT6RjBsJjBhxCR6Pl9denRq9TlVIHvSsMmzaRKpTv//u2ww9cRh5eXlIpGp2c4iixbmlGvHK9BrQRUp5npTyPSnlHgXKpZTbpZSN8TvWfWJFPfuQUk6QUg5OpUJL+4M/poT0mBtvZuIzT0WPBQ7CCJx0/SM884ZqJWpXlWCXrFCLuwwvhqGxfda99Oteu1PWWw9ez9CBXUBKjMJeKkhcXQpC0GPEfWwp2V3frVwagcqgje087s8/9yynnHY67dt32GugNccr0FFfkOOGDqV48FG16k+FDiI4bNs2ARMQsOjbhfj9WfTs1RuJjK5YPhQRZHgQWEr5VynlxsYWpg4lqIy2uqP9IvbR5T6dyYqpGXTm2efy5huvAWBzYEHhjqf/ka+dYm7W7vXYgR0YrY9EE4J2hXmUf3UfubnZ9b73P0/fTI/ORQAYrfphl2/ADqi2kl3O+wfbdpTttzwu+4dS/srH/MrLLzL0hGEcdlgXpAT/PgKtfq8goo+7devGNddexyMxwWGTA3ueKtWklLKyMhbOn8fwM84EVNA32e0+k01GrwQWQkzay/acEOIJIcSdQoiENlyVUoaABcDwOoeGo9xRe6VZs2aJFKVJicQDunXrRn5+C+Z9/TWggsLx9hCoqgqQe/QvKdmlKnyapctB0zAKegBw6tHdWf1hwy0hv3vtl3Rqo1wNRusB2DtXYocqAeh87t/ZtiO111vUZdiwRs9aThgVQTu6uOrVaVMoHnIUh3dXK7Hjqe/j9dbElnJzc7ndCQ6vWrUShHqe9qcQYWXAjk67X35hEqNuGANSNZjxpXAPiKYiow0Ayrc/ArgQONzZLnT29QR+BawQQgxIsHwPAqOEEKOFEL2FEI8A7YCn9/WmdDYAsSuFTz1tOEuX/sC2bcoHHzAbfv/CpT/TctjvnEbtNubWb9GyW6E36wDA3287lw8euzFueVa881uKClQNHaNtMXbpcuxwFaDR+dx/sKUkfWYCJ510UrJFiIvKgKP8Bbz5+qv06dOXXo6rxa8r5R4PhiHwxwSHx948joUL5jN3zhwQamZZFYcRCJk2lhKHKa+8zIhLLkMTkTIPrvJXKZ4Z7AICvgI+AjpIKU+UUp4IdACmo7JyOqO6hD2QSOGklK8CdwC/BxYBQ4GzpZTr9vW+rVvT20PkiVkpfO111zN1ysvYUtXYrd7HF3bCm3M5/lqn6YsZwNo6H61lb7SslgDMfPpm7rz6pP2WZ930P1CYr7qsGe2GYJeuwA467qAL/sm6TTv2+5rJ4IEHEvp4NgrlgRpl++brr9K9R0/69e+PRB5QZU9NEzW1eCRcNvIKgsEg771T08F1X0bANG2qnerqX875gk6dO9O2bTskkOPdv98tk9G1+LZUI16Rbgf+IqWMdg1x/v1/wJ2Ou+Y+INEzAKSUT0opD5NS+qSUxVLKLxp6j2XtfxPtVCN2pfC1193AcxOfAfa+SOzGv07l9n++AYAd2IlduhS9qBhN96EJWDfjj5wwqNsBy/PzR3+ghVMC2mhbjL1zlWMEBL0ufYAlK1M/RbSioiLZIuyTcmfkL4BpUybTu1df+h85ACT4dPAdxGg72yuUC0LCyaeeSpeu3Xhh0rPR41VhWa+LsTIsEQI2btzAhvXrOX7oiUhU2umh7vePoKqBZvY6gFygbT372zjHAMoAIxFCuSgi0/f8/HyGHHU0H334AQBhWTseMPDSf/LSe/MAsMo3YFduxWg9EE0TNMvxUvn1/RQVHHz5pk0z/0RBXowR2LUGO7AbhMZR1z3B5wvXHPQ9DlV2V1tK+Qt4+cXnGTiomD79+qmVtRp4E+Bn93tE1A99RP/+nHX2uTz68IPRlOOAVXvxYVm1hQQsy+adt95g5JVXI6XKzfa4fv9aZHoa6NvAc0KIS4UQhwkhOgshLgWeA95yzjkK+LExhNxfPJ7MyEnTtJpA3oCBgwiHwyxd+gNQ0/i78IRfs/wnFSMwd6wE28Zo2QuAvt3asG32PxIq08YZf6BVixyVItpmEHbZOuyq7YDgzNueZ9K78xJ6v0TStm19Y5jks6taOX2EgBcnPcuxxw+lR6/e0ZH2wYz86+L3iGiHsNZt2nDTuFt4+snHayrSSlXdszpoRfsMvDBpIlf/4nqkY6By/KmoypJLppeCuAn4GJgMrAbWOP+eAYxzzlkGpMRa+3QqBdEQhiGIuH3Pv/Aivpj9GRUVFZRVBmg17DdUBsIq2Lt9MZo/H725KpN09TmDmT/tV40i0/oP76F9kWooY7QeoJrHVGwCoTH+/g+48+EPG+W+B8vYsalV2dQ0LXZWKUtu2zZPPv4oJ506nG6Hd4/m+TfGSNswaoyA1+vltjvu4uMZ0/lu0SIAwrYdbUw/c8Z0BhUPplleMyQy2pzGpQYRp/snnV1AAOOBAlRRtkFAgZTyZillJYCUcpGUclEjyLjf7N6dWQuVYmurjL1pHA889Ai9z/kTFVUhbCuEte1btPzD0bKV4Xvw/13ExD8nuixTbVa982u6dyoEwCg6AhmqxNr1E2g6T781n7PufLFR738gvP/++8kWIUooZFEWVP8OBAI89vD9XHHVL+jUqTNSqoVViRz518UwRK1G8aOuH826n9Yy65P/RFf6/rhiBYFAgCMHDkJKyM2MiXWjkLFBYCGEDuwGekopK6WUi6WU30UUfypSWZmyoh0wkS+rbUsmzy6hYuN32IHd2CU/oBcNRPOoBV1fv3IXN1/WNBWzF0+9g+P6d1JlIwp7gwCzdBnoGrMXreewixNWGiohLFy4MNkiABAIW5Q7wdXSkhImPPk4N91yO83zmyOlJEtXdf+bglgjcP6FF+H3+Xlt2hQCgQCfzZrJeReMUAvPDDCM1Gu1mgpkdBDYKfuwDnCTvpLM5Xc+w8ZtO9lRJUD3YO1c4QR7NTyGxs4v/0n/Hh2aVKZZT47hopP7AhK9RTc0X3PMzQtBaGzdWU3u8H9SVhFoUplSmV1VJpVBiUCw8scVvPPWa4y//S48HtXQJdcLXm/TKtpsj1OLSkqOGzqUQYOH8Ku7bmPUDTXrRTyaq/z3RabHAP4K/FMIUdiYwrjsnVYn/ppP/reC+yZ+TI7cAbaJEAa2FaRVfi5bv/g3fn9ybPSUv47k7zcPV/0E8jqgFfQgvP4rbNvEktD6wkd4/bOlSZEtldheESZsqTzPLz//jMXfLeKGseNUOqWE5n6RtFG2LiyqgzYCwfKl33PNtdfxzBOPUlpSgt+jE5YQDCdFtNQnzlXAqbgSWEjZ8EpApxpoF1QvgA1ALR+LlLJ/o0h3gAwaNEimynT/YFn9cwlHXPR/0WX45o4VnHTsAJZv1dhdUU3f/O3Mel/52w2R3FrsH81dwYh7XgOhYSOxN36N1qofWnYBIDhxQEc+/tflSZOvvLw8KavEQ6bJzioZXTH65qtTaN+hA8cPHYaUEk1Ai5zkZVDbtk1JpYUQgh+WLGLHtq2cceZZ2LbNC88/x9FHH8sR/dVXXAD+DIsFCCEWHEwRyfY9j5Djn3wnrnPvOe3wg7pXool3BvAG8G9UZ66XgDfrbClFJK853Xn5va/p5yh/2zadsg5tmLOimmkPjmHLl/cz6fG/RDuJmbLpesHWx1nH9WT1a7cjNIGmGRidTsDe/RPWjtWgaXyxZBPNz3+UsqpgUuTb5KQ6NiU7K0LsqFSVOKurqnnmiUcoHnI0xx5/IraUePTkKn+A0koV9a0or+Cbr//HiaeegQQMw2D0mBv56ae1zJzxEaAWIla7M4FaqBhAes4A4q0Geu++tsYWcn/ZsSM9ShPsi0vvepaxf5kGgB3Yhb19CVqrI9D8Kv1SRymVzp0707ZNG/43dy4CQUiCncBGMvtLu1Z5VH3yOwqaqWYlRrvBCN2LueFrbDRCtkbry57l/038ssllmzZtWpPdyzRNNuwMUm2qoj7ffbuAaa+8yA1jx3NYl27YUpJlQF5WcpX/zsoQlrOo8JUXn+Pa68YiJYStmofovPMvoKBlIS+9+Hx0X3U4uc9ZqqFrIq4t1difjmB+IcQlQohfCyHynX3dGqMX8KFOh9Pu4YMv1IIvq2w9dtUWJ9hrYOiC0jn3cUz/LkQSOIadfAorV/7Ili1bEAiCKVAJY+Pbd3Dusd0AidaiC1q7Yuz1X2JX7QTdw+MfLCP/skms25peFUXjYdvuIJt2m6iKToI3Xp1Cacl2Ro2+CU3XkVJSkCXI8SdX+VeHTFVbSghenzqFc86/CKEJJJIW2QZZHqI1qQYPGcLw4Wfw6MMPUlWlKsIELTDjKFCY6WT8DEAIcTiwHFWF8/9Q6wFA9eb9V+OIduixblMpWYPvpDRSxrnkB4QwMArUyt52RXmUf/0g2U6wN1I0TiD4xbXXMW3qK9HGH4EUmKa//peLefdvFwMSzePH6HoKdvlGzI3fgK4TsqHPLW8w9DfvJVvUhFARCLF6ezVVplKqK39cznPPPMHxJw7jpNPOQEqJQFKU58Ewkqv8TdOkpFKtQP7qy9l06NSJth06YtvKOEXwe1TpB4C27dox7pbbeOH551i9ejWgypKkwrOWVOLMANqfLCAhxDghxFohREAIsUAIEVdutxBiqBDCFEJ8H8/58c4AHkZV/WwNVMfsfw84Oc5rNBmRdnnpxH3PfUyv8/8GgG2GCG9dgJbX2enZCxcPP5LV0/f0tmV5nApfwKjrbmDSc6rtoSoa1ySi75PTh3Sh/IM7aOGUjjTaD0Ir6ou55lMo34Su63z/cxktrn6Fm57aZ5uHg+bcc89tlOtWBUKs2FzJljJTtauzbd6Y+jJr16zm+rHjKWrdDtuWZHsERXmpkU29yZH1p3Vr2bp5C0cdezy2bZOfpe1hnLweorNNwzAYN/5WFi6Yz6xP/gPUxAUOZZdQItcBCCEuBx5BxVwHovqffCSE6NTA+1qgYrSz4pY7zvOOA+6vpxXkelR9/pQiO7v+LlepyoBL/sGfn5oBgF21HXvHcvRWA9G8qs7eC3+9msn/GLXX9/t09WDl5+dTPHgIMz6aDkSCwo0rezwYhsam127iV5cOVKmi/jx8PYZDYDfhNZ9BqALd0Hlr/gZaj36dKx/5IjqTSSTFxcUJvd7uyhBLfi7np9IQTmNAvvzsP0x+4VlOO/NcTj3jbCzbRiJp29xDXnZqpM+sLw0gJQSDIf4z/QMuuORyLFvi0wV+b/0zE8OArBjxL73scnJzc3l+0rPRz+pQdQk1ggvoLuAFKeVEKeUyKeWtwGaUx2VfPAe8CPw33hvtz3LD+p7eTqhVwilFMrI9DoRtpbvJGXInK5xibtauNchQGUZRfzRNQ9cEP8/8K5eftW/FpWk1I7SBAwcRDAZZsngxEKkc2qi/Rtzc+4tjKX31eppnGUgpMdoega/7qVhbvye4ajZCWhhegzmrdtHljg8ZdM/HfPdT4prQ33tvYvIVVmwqZ96a3awtCUQbfSyc91+mvDCR1m3bc9WoMTRrno9l2zTzaXRo4UuZ0smbd1ZHA7yTX5jI1deNxbZVimrLZg3PTmLjAkcfcyznnX8hjz/6cLRp0aHqEkqUC0gI4QWKUR6XWGaiBuJ7e984VHXmv+2P3PE+lTNRVimCFELkAfeiGsG47Cd/n/gRnU//I7YtnRTPRQhvM/R8VbO/c7sWVHzzIIUFuQ1cSWEYqj0fwAUXXsS8b/7Hli1bAFIiKBwh2+9hyyvXMunWEwGJEAJf16FkdT+R4Jq5VC+fBeFqDI9OpSm5cuI8jvjDJ5z+wJd8vbo0KTKHTJMF63fwn2Xb+fLHHeyqttA1ldM/94tZTHv5ObxeHyN/MZpuPXpjO77+zgU+WuSmhssHYEdZiLKg6jL8zhvTOPm0MzA8Hmxb0j7fF/d1/DEuocLCQm657Q6mf/g+/537FXDouYQEAl3EtwGFQoj5MVvdCoWFqLBL3a5WW9mzP7q6vxBHAH8CrqrHS7NP4o1E3QV8JoRYAfiBV1FtIbcCl+3PDV3g8LP+yMZtauJkV5dil/+sUjw19XGMHzmU+3958X5f12vU5GhfP3osDz/4b8bfejter5eAWdNfIBW4/MRuXH5iN26ZMJepc9YhvB5yep+CpmsE1nxF0A6TVdiOrMMHoeuCsrDFXW8tRdMEHkOjqJmHM3sXMWJAO/KyEutaWbujksWbdlEWsPFqAr+h4zd0fJqOJgRlu3cy55OPkNJi8DHHc/ywUxGAZUt0DTq38OHdiyslWZRVBdlUFsJjaMye9THtO3WlQ+eumJZNx4L9N1KGAZqtBheapjHquhv4bNYsXpn8Eldd/QtAHfPY6tyMZv/cOyVxLgSru6BH1LMPIYQPmAb8Ukq5Nm4pIu+PZyWwc6Ms4ApUJVANWAi8IqWs3ucbk0DXrl3lmjWp15zky/krOf3Gx6OvzZ2rEEKLjvqFEHwz9Vf0635wdesjRiAYDDDh6Se57Y6ayVsqGYFYRj/1FdMXbcXwGhgeA69Xx9q1nuCWlei6JKtFa1r2Phqv18CjCzy6hhHZNIGmCwxNYGgaXkMjy6OR7dHI8hp4nWOVS2bh7XMKYcsmaFlYtvrWagIMXeAzNHwGZHk0/IaOV9PwGxoeTWf31o0smfcVOpDbLI9TzjgXn9ejPP9CoGvQtdAXzdBKJaoCJsu3VOEzNJYu+ZbS7Vs59YyzkVLSNt9Ls4Nc2hu7MGzjxg289eYbXHLJZbRtVxMeTLCNTigHuxK4c+/+8p7n46s0e+Oxh+3zXo4LqAq4Qkr5esz+J4B+Usphdc4/DFgLxI78NZTBsFAtdOu6k2reH68BSCcGDx4s58+fn2wxanHMlf/iuxUbAZXlY5f+gNb8MDR/CwBat2zGTzP3y323V2xnZCYEbNywgenTP2TM2JrCXqlqBAAe+2g5D328Ct2j4/MZeDyaMgZl2yhf9x2GBrqm4fH5aNO7mLyWbdB1DUNXWRa6JqIKOdqMmxq/tRCo6biGYzCEY1AEXkPDb4CO5KfvvqG8ZCs66txWrdtw9HEn4zV0DCc+IwCfR6Nvu9wmq965v1RUh1i8oRK/R2fDT6tYtngh5108EoCCXIM2zf0JuU/YVEkHEaZMmUxhQUtOP/Os6D4dlVGUahysATisd395zwvxGYCxx+zbADjyfA18J6UcG7PvR+BNKeVv65zrAXrWucQ4YDhwEfCTlHKvvVD3ZwbQETgBKKJO7EBK+WBcF2kiUmkGMGfBKk6/8TEif2arfAMysAutZZ9oYPD2q07in3ddlND7xhqBVStX8t+5c7nm2mujx1PZCABs3VXF6EkLWbcrgM+n4/XqeDw6XkPDY+hodohdq74lXLELXddU0FwAqNo6mqar/GxNw5eVC9LGt+l7qlv3AiuMkDYCGWMMNFWzXUh8Hg+9BgyhfcdOeHVdGQqh4XFWcxqaoEthNp1bpna2WWllkPk/7SbP56F08wbm//cLRlyh3DPNfDpdihIrf+SZi/DdokX8d+4cRl0/Gr+/xtCk2mwgEQbgDy9+ENe5o4/uHI8BuBx4GaXIv0I15LoB6CulXCeEeAlASvmLvbz/z8AlUsp+DckTlxoQQlwFTAJMYDu1fVESSCkDEAikRvnho0f+i8UrnVG/bWKX/ICWXYTeSn0umib48f0/0b5Ni4TfW9OU/9UEDu/enUAwyMsvvhg1AgFT9ZpNkeSUPWidn837dw0FYGdFgP+b/iPzNpQRNiWaZqMbPlofcRweTcMwtKhiFjGzAE0TmKEQZlU5mq5TKDew+8gTMAwDn8+HoQt0AR7HReTVBR5D/fTpGiFbIlGuIt0r6NMul44tcpL8l4mP+et3sLq0mhY+L+vWrmHxN18y4srrCJk2PkNLuPIH9SxlaTUuoSMHDKB3nz68+PxzDBgwiCFHHw2o4x6RObEBQU0CRiKQUr4qhGgJ/B7Vi/17lCtnnXPKPtcD7A/xVgNdjQr8/mF/o8zJoF27djKZqaAvv/c1Y++dEn1tl2/CDpQ4o3711Bf36cicl3/Z6LKYpjICoGYCn332aS13kIYKHqcTgZDJez9s4dMVpewO2sqt48QCdE0pfs0xALEuoMLFr1Ha/zLHQCgXkC5A1wWGBoZQsYVcn0an5j6O6dSCVnlZyf5195v/+2QVLbJ0WuV42bp6BRtWLeOci66IxjqO7pr4AUddTFOlhEaYO2cOP/ywhGuuva7WbMCnJ38QIT2btAAAIABJREFUcrAzgC59+ss/vxRfMuSoIZ1SqhpovF/91sCz6aD8k0lZRYDDz/4D5ZWqGqlthrB3Lkf4W2K0qqmY/e6jN3L68X2aRCbDAMyamUBe8+Y8+vCDXHn1LygsLMRGzQbSyRD4vQaXDezAZQPrb35j2jbbyoNsKwtQUmVSbVqEbcmSxXBmz5YU5Bi09Htp38JPdrr80g1g2zb3fLCMLRUmHVtmATr/++xjPEJwwjmXUBE28Rkax3dvmpYehqGUS2Q2cNzQoQw+6igmv/QCh3fvwYnDTkIIJ4vIBl+afwwpWOYnLuKdAbwGvC2lnNr4Ih08yQgCH3/N/Sxc+nP0tbVrDdKsRivoHfX1H96pFUve/n2TyhUhdiZg2zYvvfA87dq1qxWkA5AyM2u+ZyKbSiv47Wvfs3BDGXn5floXZFPU3E+OVcHauR9x5DFD6dajF7oQ5PkNzulTbxp5oxMK105RWbBgPvPnfcMll15GYWGNQTJIjlvoYGcAXfv0l395eXpc514zuGNazgD+A9wnhOgLLAFqrfWTUr6VaMEOhki1wqZg3N+m8vzb/4u+tgM7scvWo+V1Qvd3je6f8fR4hg3p0WRy1SWStx2ynbzt629g+fJlPDdxAl27duPkU0+NBqolUBU7f5e1fiAlyDo7bQkaErvWeEI6IyP109Aj7hYtKStjFyxYkPByEPvCtm227Khk3bZy1m7eTUlZkE0lZVRWB9hdESQQNqkOmIRNi0DYJBS2CZsWIdMmZEqqwxYhE0IWhKTAQoBuYBg6Xr8PX5aPrBwfeXlq3UGoYjfff/MBzfPyGHL2leT4DLZWhDiybR6n9WjVZL93XSKZP5HZQHHxYAYNGsRr06ZiS8nIK65E0zRM1EAlWYbgYEjXGUC8f+ZnnJ+/q+eYpKZgYEqwa9euRr/Hn5/8kPueq0mvtc0A9s4fEd5mGEVHRvefPKQH058e3+jyxIOmgV9TLh+AXr1606tXb35csYLnJz2Hpmk0b57PmWefjdfr5LM3oPxlzD4zagyksw+k82/bltgopWhLE8tWxkJKiWVJLCmxbbBsW62kFarDWfMcD0V5Xvyeg9cIH3zwwUEZANu2+d/qUt7/djPz1+xgY2kVFZVBgsEwpmlhmRa2ZWNZFtKWSMsCywRpg22pn9JZHiv3sUxWOGncmgaaDpoBmobmMdANHcPrQffo6IaOuWsDpatXUe7VyGuex+HHnUezLC+lVRY7qi3uOaUrrfMSk+p5sGR5amIDQmiMvPIqSkpKmPDM0/Tp04cTh50EkJaGIBX7/cZDXH9eKWWK5oo0PXff/yZPTv0i+tq2bewdy0EItJb9oiNbv9dg0Ru/o3P7lskSda/4jdouoR49e9K9h0olLikp4Z233sSyLaRtg1SplKB+VyG0WgbA8HjIysrG5/eRlZVDdnY2Xr+f7OwcsrJzycrOwjC8UWMARGcJMqL0nZ+mbWPbEtOWmJaNKSWbK4Is2SQJ2zYh28ay1X4blUnSKtdH98IcOrXIPuhZRWllgK/W7GLeup2sKamipCJEIGwRDFqEQiamaRMMWoTDNmbYxApbmKapjJtlI22pCqNJnL+dxDGDgMS2wxAOgh2CcADsMFhhpB0GK4S0QiqXUgintpwOCNB19XwZBrYA2zAwdZ2w18Dfsi0FfU8lJ8dHlt9DWVWY6qDNOX1bMfb4ww7q79EYRGIDkUFIYWEhN908jm+/XcjECc8wqLiY4mLlIUkXQxApBZGOpPCfNXUwTZNzxj3FFwtWRffZto2960ewTLQW3dGMmloqE/98BVefd0wyRI2byBfRdtxCQih9VVhYyGUjr6g5sYEZQHUgQGVlFRWVFVRXVVFVVUlpyXZ+rlpPdXUVVVVVmKatlL0zZTAtVSHTtgEhsG2JZamRvzIINhJBm85d6dCtF9LwEJaSsGU7PyVB0yZsS9bvDvHNz+WYtiRkqVlFZHZhOwYnMhtpAdz29jJlcKQz27DVdU3LxrQkQdMiZErCYYtg2MI0bUzTUnJZNpYlMYMBgtt/IliyDtuysE0bW9rKCIAa/UunCp+0naI4qkcAmoHQPKDp6qeRhdCbgeFDaF7QPGi6rmYBmqaMgKaDbqAZOrquY3jUamnDa2B4PQSDFlIGscIWo48+nKuOTViWYKPhN2qePVBFDAcOHMRXc+YwccIzDBt2Ej16qkFJOhgCkYkGQAgxF5V/ust5/Q/g31LKHc7rQmChlDKlnriCgsQ0Kft83kouvnMCldU1PYajit+20PIPr6X4R5x2JK/cd31C7t1URNxC4HwhLQBRo+TrQcQc9/v9+Hx+WhS0iMYQoi4gx1iowbBy80gJpqMgLTt25K9+Wo5CDoTCrFyxlLmfzqA6GMCSUh132hWaEkxL0rx1BwoP64Xuz44q/fqUP0DZYUOVG0pGZh8RGdR7TFtStWsHO9b/SNWO7ZiWUuqmo/jVZmFLHS2vDf6uxyHR1DlhE9u2sUzl/rEtS938QFxAUgI22Kg6FVKAbWGb6pdRbjUbry7oXdSMX194BCf3S06A92CIPHuxs9Hjhw7l+KFD+c/Mj5kz50uOHDBgjxmBADwptoYlPdV/wzOAY4DY4ibjgYlApOmuDrRvBLkOiqj/+gBYt7GEC259hhXrttXab4fKscvWAQItvzuaUXOPo484jNkv3HnA90wVYo3B3h5p03RG7ghslK/ecl5LxyxI55gUqEVUusSyBJoGlqXSjCwEUgCaRJcCKSSaUD91IfAaBof37kenHn0ImhZBKVWAVEqCYYugDdVBk60/r2XlvM8JBgOOYscxAKpJhy1ljYPWDGEJQ8knlZK2AUuqUXvYstB8ueS0Poy8boOwbAg7s4DYn+GwjWU6biDLQkqJbugICxwNjTA0DE3i07z4PYIcn6pNlOP3kOvVyM7y0MzvwTA0muf48OoazbJ9ZPl0WuT6yc/Lon3LXFrlZ1GUn530DmKNSWQ2GmsIhp9+BgD/+99/mfTcs3Ts2DG6T+LMHBwbmvRV7SJDZwD1kBa/ZaQMcry8/N7/+N0j71Gyq3KPY9budchwOcLIxiisvbJ6SL/OzH7+jgPyPds2mJZ6huMpxrGvEblzQr27BGrFr2Ek5qOrfZ3GeRxs22Z3VZjt5UF2VJmUBaUqNKNLbNPC0jVM28ajaxR17EqL9l0IWxLTViN/y65/BtBi0ats738xljMDMS3bcRdJwqaNaaufEZdQKGwjDc2xHxKPrtGqmY/DCrIY2r0lZx9RRJs4y3WnAqZp88SM5UyevZLVm3YRCISQoSCYKhaBbYPtzFgsG6RVE8eITOkcE68Lgdej4fcY5OX6aF2QS/uiFhzZvS0De3XgqH4dyW++f3+b+gzBMcccyzHHHMuqlSt5YdJz2FJy1lln1yo0F4knQHLcRIL9a6ySSiTbdjY536/axD8mzmDm3OVUVAXrPceu3IZdvR0ALbc9evPOtY6ffUJfpt6v6jTFjkSAqBskkRyo8o/8DNoQDKk9OuD3prYd1zSNFrk+WuTuvUZ9RcBk+fZyVpdWsr08THnIpCokMVGzCJxRfiS2ESHSvclGYOgaAhtbgu7V0ZHk+Xx0K8zm6M75DOzQPGUauRwo28sD3DBpAUvW7qCqIkCwOkg4FMYOO0rfDCulb0cUvu34yCKZ+3WUv/PHtGybasuiOhBmZ1kV6zbtBH7m7U8XxxiKGOr5YhiGhkfXyPZ7aZ7rp1WLZnRu14LObQvo37MdR/boQMd2rUDTOLx7dw7v3h3btvnw/fcpLS3B6/Nx/gUXkptbY2gibqIIGmA0gbso3naPqUZDBqCeTzKuAetBIYQoQDWbGQ50BkqAD4DfSynj6grS/Oi7sByfckPYtqncO6YyCFpWAUZh31rnGJrgz7deyPgrT1Lvqec6B6r8bdtm27ZtbN68ia1btrBj5446Z9S+sLRthKapTBPnsC1lrYdQohTpgEHF9OrVOyqbCVQEJRqQ7UvPhxYg128wuGMLBneMv6zBvYvgsYt6N6JUqcPa0kpuff0HNm0rZ/fuIKGgiWVamKEqzI0/YAfKwLIc5R+JT8ian9FuLhHFT8xrnGylmpfCk43w5IInp1ZcTL2l/i+GCrDbVAdNSndXsWZDCV8vWbvHefnNspgx4XZ6dGmDEILzLrgAUDW/3n3nbQKBAJrQKB4ymD59an9vbSBoyehKtEjsx7RsNu2uZu5PiUkZT1P936ABEMBkIURkqOwHJgohIiut4m8jtH+0Q8UWfgUsdf79JDAVOL2hN1eHJCGz/qoVtm1DdQl2oNRZ9qp6tWm5ndC8exbI6t+zPW8/Np6C5rWLgJmmyfZt29i2bRvbtm2ltKQEK+J2cL48os6wo779EWVeWNCS1m3aMqh4MIWFhbVGngc6AzBNk3nffM3kl1/EMi1yc3O5cMQlaJqGjTIEPh08CXIPpTqDBg1KtghNwl8+XsmCdbvYWR4kHLYJlv5MxU/fYYVtLHS0lj3Q9Cw1AwiHlBGwLDXqty0niOIMo6OGofYMoCaY7aS+mpUQLFcNjmyzjkT1PaARyyFqXmsGwvAjPDlgZIHmRdM0dpVXc8wV/wTgmvOP4b67L8HvM/D7/Vwek7H21Zw5vPzii4AqtJjbrBnDTz+jVo9wVSQQtleFmTR/M0Hr4NuWKRdQen6H9lkKQgjxfDwXkVJelzCJ9i7L2ahZQL6Usmyf53qypNa8GzUPXp1mOp5cMHKddLs9P7hW+bncetUptG7VHKhR0rFoQlBQUEDLVq1o07oNrYqK8HgarxnI/hqBPaZtUuX4v//u2/h8PkZeeXXUyKT7bMBFsbMqxAOf/8TPOwNsLwuwcfkSSn78DpnTBqN1P4IB5f4xQyZm2ERaJpghlalkhpUBsJzZgBWbtRTjBopR/DU5wnUfvjpKNc6psR2uBrMKGa5CmgG1XqI+nIHbiOEDOfmoXhiGpr6fzmw/MjsuLy9j+bLlmNaeTYrX76xmY1mA3IIivpn2xEGVZ+je90j50Kt77blSi/OOaJM+pSCaQrHvB3lAENUtZ5+0KmhBeYdT476w3+fhsjOKue/ui/EfREeng/X/R4JJWr2lcvdfQZumJBjzXSwsLOS6G8ZQVlbGpGefYeDAwRQPGRKdDeRmuBGYMGECY8fWbcGaGfy4vYzpy0oImDa2abLhy7fQ8tvRfugIAgGTQMDE8Gjk6NlcclR7/t/5/cg+yPQZ27bZUlLON0vX8d2yDSxbs431W3eyfUc5ZZUBAsEwpmVh2yKuL4dm+MDwgT8+t957CwO8t3ARAMcN6MbDv72crh1rZs/7ysz5YnUp7y9VmX7fTHsirvvtHYFI0xlAWgSBhRD5wF+BiVLKuvPLyDljgbEAbdvuvaVijt9D3+7tufXqUzn3pP57PW9/0UCt3id1FqsYhoh+wLYtqQ6rMVteXh6jx97M5599yrQpkxl55dWAMgLZHjV9zkQ2b96cbBEaheVbypi3oQxLwu5Na1nzvy/oddIFhDAIhCy0fHjgwj70bpeX0Ptqmka7ouZcWNSfCw/wu2TbNivXbeOH1ZtYsPRnftpYyobNuyjdXUlZZTXVQZNQOIxlKd/93szI3EWrOeryv0df5zfL4ndjz+LME/pS1LI5HsOoNdk/9rAW/LSzmh+2lB+Q3HXJ1BhAQhFC/A24p4HTTpZSzo55Tw7wPrARFROoFynlBGACqH4AlfMeSamFIslG0wQ5TsSmIqi+RsNOPoV169bx1BOPcePN49E0jaow7CP5xiXFWLWlklUl1QgkG5Z9y+6ff2boJddSFbKREm4b2pEeRc2SLeZe0TSNnl3a0LNLG0ac1pQxGsHoo9ph2zaPHuyVnDaj6UhTj1UfBiY3cM76yD+EELlApM7quVLKuFp96bruKv99kOsThE1J0ILOnTtz1TXX8tjDDzD+tjsxDCNjZwKx6YKZwM+l1WwsCyKAFfO/gmCQE8+6gLAtae4zuP7olFqgn3JoCaxKm6b6v2kNgJSyBJXS2SBCiGbARyjn95n7amxcl9atWx+YgIcQHkMVdAhYyiV047hbeeLRh6JGIBNnAnfffXeyRUgY23YH2FIWQgO+/+YrPJrg+GHDsSV0bO7j2K6pV4Qwk0nXGEBKjpMd5T8TVb9rFJAjhGjjbA1GacvLE+PXy3QMQ5Dt1Gr3+/2MuWk8Tzz6kErro8ZVlCnMnj072SIkhN1VYTaXhRHA4m/motkmx51wCs19Hga2beYq/yYmsrgwni3VSEkDABSj6hD1AX4ENsdsxzX0ZtcAxI+miWj2T3Z2NmNuGs9Tj9d4RSszyAh8/vnnyRbhoKkKmWzaFUIASxcvIBio5ISTTyfH46FHqxy6t0ldf38mI+L8L9VISQMgpZwtpRR72WYnW75MJDITyM7O5tKRV/L8cxNVGQWgKpQ5RiCdsWybjTtVbvzP61azad0aTh5+Fl5d0KnAR+fCPRcyujQNznrSBrdUIyUNgEvTo2kCv9PXrXXrIoaeeCKvvzo1agSqXSOQVGzb5ucdSvnv2lHC13Nmc97FI/EYGq2aeWhfkJVkCQ9dBCoLKJ4t1chIA9CqVfL6n6YzhqGMgJTQo0dPunY9nI8+/ABQNVXCZnobgTFjxiRbhANm486QKu8RDvPuG1O44pobMDRBnk+jY0t35J9c4nUAuQbAJcWJGAGA4iFD8Pp8zJ0zB1CVT800NwLpyJZdSvnbts1Lzz3JtaPH4fUY+DwanVy3T/KJ0/2TghOAzDQA27dvT7YIaY1hCDzOk3HqacPZum0LP3z/PaBKS9txVFhNRSZOnJhsEfab0ooQplRlDaa8MIHLrrwWv9+HrgkOK3TdPqmCiHNLNTLSALgcPF5DRB+Oi0Zcwvx537B50yYAqustxuGSaCoCJiGnBeJbr01h2Mmn0bKgAF1Ap4LGKzzosn+oNFAR15ZquAbAZa9kxTSOufa663nzjdeoqlK1+CrdoHCjEgib0b/xrI8/pFu3w+l6eA80TaNNcyPtG9VkGq4LKIVo1szNhU4UOTFG4KZxtzDhqSeiC8XSLT102LBhyRYhLkzTpCyg/rbzvv4vuqFTPORodAEtczS8qVJt0CWKGwROIVwDkFgiRsAwDK4fcyMTnn4SSL/00JNOOinZIjSIaZrsdCpe/bhiOZs2rOfU4WchhFqwl+V1lX8q4s4AUoitW7cmW4SMI8vRO3l5eZxx1jlMmfwSoNJDQ2mSGfTAAw8kW4QG2eUo/5Lt2/l67peMuGwkQoDPgGZZnuQK57JX3CBwCmFZ9beDdDlwNE3gc56WLl260Kt3H95//10AwjaE0mAmUFERdz3BpLCzUj23oVCI16dO5ppRoxEIDE3QIsdV/ilNmlqAjDQALo2DYQi8zhMzqHgw2VnZzPnyCwQQxl0jcDDsqrKQKDfBpGeeZPTNt6DpGkJAy1zX7ZPKKN3uxgBSBo/HHS01Fh5D4KwT49TThrN9+za+//57BGqhWCqvEdhXp7hkUhGwop2uXpo0kcuvvBqf14sACrIz8iuaWcRZCXR/qoEKIcYJIdYKIQJCiAVCiBP2ce4IIcRMIcR2IUS5EOJrIcT58dwnI58utxRE4+L31qwRGDHiEhbM+4aNGzcAEDBT1wikYj/gyqBF2Onb/MarUzhu6DAKC1uhCUG+X7jpnulCAl1AQojLgUeAvwMDgbnAR0KIvXX4GQZ8CpzjnD8deHtfRiNCRj5du3fvTrYIGU+Wt2ZCe+111/P2m29E1wgEUnSh2Pvvv59sEWoRCNlR5f/Be+/Qo1cvevTsiRCQ5wPD0Pd9AZcUIeG1gO4CXpBSTpRSLpNS3ooqhX9zfSdLKW+XUv5TSvmNlHKVlPJeYAFwYUM3ykgDUFlZmWwRDgmy66wRePrJxzFNpf1TcY3AwoULky1ClEDIJujkKnwycwYtCws5coDqiZtluMo/3UhUGqjT8KoY1RArlpnE0QslhmbAzoZOykgD4NJ0ZMesERh3y2089shDabtQrKkImzXKf+6cL9A0jeOOH4oQ4PeA3+sq/3QiXu+Po/8LhRDzY7a6fslCQAfq5rJvBdrEJY8Q44EOwMsNnesaAJeDJmIE/H4/N4y5kccffdg1AnshbNrRWkrfLljArp27OHX46QB4NcjyuMo/LYnfApRIKQfHbBP2csW6XxxRz749xRDiYuDfwFVSynUNnZ+RBqBNm7gMpUsC8ccsFBt55dXR1cKQOkbgrrvuSur9TdOOxkeWLF7ETz+t4ZzzLlC5/kKQ7XOVf7qSwGJwJYDFnqP9IvacFdTCUf4vA7+QUr4Xl9zxnJRuhEKhZItwyKFpNWsEioqKOOe885n4zFPR46lgBDY51UyTQTBUM/Jf/N0iVv64ghGXXIoQoAvI9WfkV/GQIVFJQFLKECqAO7zOoeGobKD67y/EZcBkYJSU8o145c7Ip27Hjh3JFuGQJHahWMeOnTjz7HNSaiYwbdq0pNw3bNpEfvXvlyzmx+XLuPjSywH1BXSVf5qzn0GAOHgQGCWEGC2E6C2EeARoBzwNIIR4SQjxUvT2QowEXgF+A3whhGjjbAUN3ch98lwSSl0jcN75F/LUE49FjyfbCDQ1gZBNwAn4fr9kMcuW/sCll1+BwFX+mUQi00CllK8CdwC/BxYBQ4GzY3z6nZwtwk2AATyMSheNbG81dC/36XNJOLFGoG27doy4+NI9AsOpulgskQTDkrDzay6YN49ly5TyBzUYdJV/ZiBIfDVQKeWTUsrDpJQ+KWWxlPKLmGMnSSlPqvNa1LOdVN+1Y8nIJzA/Pz/ZIhzyxBqB1m3aMPLKq3nskYei6wQCZtPXDjr33HOb7F5VQRld5DXnyy/YsmWTUv6OK8BV/pmFWw46hcjOdhtlpwKxRqCwsJAxN97Mow8/GK3KGWriKqLFxcVNcp+KoMTR/fzn4xkEAtWcc94FgNL/zXwZ+bU7pHGLwaUQycz2cKlNrBHIzs7mjrt+yQuTno32FzaBYBMZgXvvvbdRr2/bkopgze/yxuuvkpOTy2nDzwDU6p5cV/lnJO4MwMVlL8QaAU3TuOW2O/h4xnSWLF4MqKTndA8Oh0IymuZp2zYTnn6S/kcO4PihJ6g8fwTZrvLPWBKbBNR0uE+kS5NgGKJW7aBR149m/fp1zJwxI7ovXYPDgZAk7Py7oqKCxx5+gMtGXkmPHj0B8OqQ5UvFr79LwkhTC5CRBsDv9ydbBJe9EGsEzjn3PApbFfLyi89H9wXMxosL9OjRI+HXrAxJIv3nFn+3iKmvvMStd9wdTUTw6+A1UvCb75IwlG53YwApQ0FBg+sfXJJIdkw/gUHFgznjrHN46onHasUFGsMldMUVVyTsWqGQpDJGxnfefotNmzYx9qZx6E4nL7+uZj4uGY5IfEOYpiIjDYC7Ejj18XsFkUaHRUVF3Dz+VmbP/pRPZn4cPacqJAknMFV06tSpCblOVYzLp6ysjKeeeIw+ffty5llnR8/J8QpX+R9KuC6g1CEQCCRbBJc48HprgsMAV1x5NQUtW/L0k49HU0XDtlK4iVgz8OOPPx7U+wMhSVVIRksyzvrkP7z95hvcePP4qL9fRyl/l0OJhDeEaTLcbtMuScUw1Eyg2lGsg4oH0//IAUx+6QVat27DWeeoxVuRNQN+QxWea0qCMX5+gJ07djBt6isce9zxnHpaTc0un+a6fA5VUjHFMx5cA+CSEmR5BaYpCdmqucyo60ezfPkyJjz9JENPHEafPn2BSLtJibcJlG0gVLOgC1R657QpkxGaxo03j4/26xXUDm67HFqkqHcnLlLeAAghBPARcAZwaTylTtu1a9focrkknshsIBIA7tWrN7169eaTmR/z36/mcPY559HW+WwjMwJdgM8T39fvT3/6U4PnRIxQLLZt896771Basp2LL728VqmRpjBELmlAmj4CKW8AgLuh1gy8QSLNyV3Sk2yvwLZltHnKaaerlbTvvfs2JdtLOOqYY+nXrx+ImEVkzhfQK/aukBcsWFBvOYhQSFJfH3vTNHnrzdepKK/grLPPiRqfWDldXIB4m72kHCltAIQQg4HbUU2S99kNJ5Zdu3Y1mkwuTYOmCbK9tZXz+RdcBMDnn33KC88/iz8rmxEXX4LX642+LyQhFK4/YPzBBx/Qu/+gmh17iSt/990ivl0wH13XueCii8nLy6t1PBlxCJfUJl2fhpQ1AEKIZsBU4EYp5TaRphbW5eDwegVeagdih518CsPEKVRUVPDGa9OwLHXklNOG0759h/guHKP8Q6EQH3/8EbudgUPPHr0Ydf3oPd7iKn6XeknROj/xkLIGANX9ZoaUcno8JwshxgJjAdq2bduYcrkkAZ/jbon66CXk5uZy5dW/AJSffubHM/hs1iygtqIWmoYQGkuWLGHqlMkASKvG0a/pBqecehpFRUV73FcAPlfxuzRIej4fTWoAhBB/A+5p4LSTgY7AkcDgeK8tpZwATADo169f+hWUcYmLSKAYoCrG1aNpWq2FWHUxTZN+/frS74gj1Y4GnhADNftwcWmISEOYdKSpZwAPoxoX74v1wCigD1BRx/XzqhDiv1LKofu6QKxP2CVzyY7J/gmF6w/kRjAMg8MO61qzQ7CHEXAzelwOlHSdIDapAZBSlgAlDZ0nhLgHuL/O7iXAL4F3G3r/li1bDkg+l/TF61GxglhsW2Ja4HiMeOqxh/jt7/6Ito9MIReXAyEVV/nGQ0rGAKSUG4GNsfucmcDPUso1SRHKJe3QtNqlJkAZCheXhJOmj1VKGgAXFxeXdCJN9X/6GAApZdx/45ycnMYUxSVNGTRoUMMnubjsJ6na7jEe0sYA7A/NmzdPtgguKch5552XbBFcMpR0jQFkZDno7du3J1sElxRkwoQJyRbBJUNJ16bwGTkDCIfDDZ/kcsixefPmZIvgkqGkonKPh4w0AC4uLi5NR2o2e4mHjDT3w9QtAAAFI0lEQVQAuq4nWwSXFCQ3NzfZIrhkIOm8EjgjYwCtW7dOtgguKcjdd9+dbBFcXFKKjDQA5eXlyRbBJQWZPXt2skVwyVDSNQjsGgCXQ4bPP/882SK4ZCJCNYSJZ0s1MjIG4OLi4tJUuD2BXVxcXA5l0tQCZKQBaNWqVbJFcElBxowZk2wRXDKUdE0DzcgYgIuLi0tTkuggsBBinBBirRAiIIRYIIQ4oYHzhznnBYQQa4QQN8Vzn4w0AG4pCJf6mDhxYrJFcMlQEmkAhBCXA48AfwcGAnOBj4QQnfZyfhdgunPeQOAfwGNCiIsbuldGGgAXFxeXpkTE+V+c3AW8IKWcKKVcJqW8FdgM3LyX828CNkkpb3XOnwi8iGqgtU8yMgbg4uLi0lR8u3DBx9leURjn6X4hxPyY1xOcfuYACCG8QDF7dkScCRy3l2se6xyP5WPgWiGER0q51+JoGWkANm/eXCGEWJFsOVxSjsI///nPDbYkdTnk6Hkwb5ZSnpkoQYBCQAe21tm/FThtL+9pA3xSz/mGc729VkHMSAMArJBSDk62EC6phRBivvtcuNSlzog8VZB1Xot69jV0fn37a+HGAFxcXFxShxLAQo3qYyliz1lBhC17Od8ESvd1M9cAuLi4uKQIUsoQsAAYXufQcFSWT338lz3dQ8OB+fvy/0PmGgC39ZNLfbjPhUt9pNpz8SAwSggxWgjRWwjxCNAOeBpACPGSEOKlmPOfBjoIIR52zh8NjGLPQPIeCCn36SJycXFxcWlihBDjgF8BbYHvgTullF84x2YDSClPijl/GPAQ0BfYBNwnpXy6wfu4BsDFxcXl0CRTXUAuLi4uLg3gGgCXjEYI8YIQQtazvZFs2VyaDiHEp87n/vd6jn3kHEu1WECjk7YGwP1AXfaDT1C+1NhtdFIlcmlqBgLrgCNidwohzneOhVHZN4cUaWsAcD9Ql/gJSim31Nl2JVsol6ZBCNENyAeeJ0ZfCCF8qIybCYCHQ1BfpKUBcD9QFxeX/aAYCAEvA52FEHnO/ruB7cBS1IBxSXLESx5paQBwP1AXF5f4KQa+l1KuQa207SeEaA/8BrgNGOQcDyZRxqSQzgbA/UBdXFzioZgab8C3KK/B/cDrUsp5KH2xMEmyJZV0NgDuB+ri4hIPA6nRB9+iEgDOAn7r7BuEo0+EEAOFELMibxRCnCOEeLEJZW1S0tUAxP2BAgghvhJCHOP8e4IQosFGCS4uLumP0y2rgNoDxsHAX6SU24QQXYEWMceXAL2FQgfuBX7fxGI3GWlXDnovH+ivgLv38oGC+hB/J4T4BPBIKRuskeHi4pIRFKOqYkbigW+g0oJ3OK8HOccXA0gpTSHEGqAbcAowS0r5c5NK3ISknQFgPz9QACnlTCHE34ARwOlNJ6qLi0uSKQaWSikDoBQ8Km5Y73GHb4BhqHji0KYSNBmkowtojw9USlkipbTrOw4ghBiE6oxT5pRbdTlEkFKOklKem2w5XJKDlPK3Usoj9/P418C/gGczfb1IxheDE0K0A6ajRv+vAmOklIuSK5WLi0uqIoQYALwJ9M70AWM6zgDiRgiRBbwO3O6kjP4d+ENypXJxcUlxbgF+lenKHw6BGYCLi4tLPDgVBqYDM6WUtyZbnqbANQAuLi4uhygZ7QJycXFxcdk7rgFwcXFxOURxDYCLi4vLIYprAFxcXFwOUVwD4OLi4nKI4hoAl//fXh0IAAAAAAjytx7kkgiYEgDAlAAApgQAMBVv1Hi5dpPcSwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "px = operators.fatbs(proj=[0,3,6,9],TB=TB,Elims=(-5,5),degen=True)\n",
    "py = operators.fatbs(proj=[1,4,7,10],TB=TB,Elims=(-5,5),degen=True)\n",
    "pz = operators.fatbs(proj=[2,5,8,11],TB=TB,Elims=(-5,5),degen=True)\n",
    "#The degen flag averages over degenerate states. All states are at least two-fold degenerate,\n",
    "#so this flag should certainly be on here."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From this, we see that the bandwidth of the $p_z$ band is largest, over 2 eV larger than that of the in-plane $p_{x,y}$ states. Furthermore, plotting along the $k_x$ and $k_y$ directions, we see clearly the strong momentum dependence of the orbital character, which relaxes only near the avoided crossings where SOC mixes the orbital character.\n",
    "\n",
    "In addition to orbital projections, we can also compute the expectation value of any Hermitian operator, and plot is value over each of the bands in a similar way. In this model, we have included spin-orbit coupling, and so we can plot $\\left< \\vec{L}\\cdot\\vec{S}\\right>$ as an example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "LdS_matrix = operators.LSmat(TB)\n",
    "LdS = operators.O_path(LdS_matrix,TB,degen=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While here I have made use of the built-in function operators.LSmat to generate my operator matrix, one can pass in principal any valid Hermitian operator defined over the dimension of the orbital basis: in this case we require a 12 $\\times$ 12 Hermitian matrix."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While a number of other tools are available for model diagnostics, we'll proceed now to consideration of ARPES intensity simulation. Similar to the inputs defined above, we make use of Python dictionaries to organize the input \n",
    "arguments. Above, we saw that the Brillouin zone extends over a square of side-length 1.256 Å$^{-1}$. We will begin by looking at the Fermi surface of our material."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "arpes = {'cube':{'X':[-0.628,0.628,300],'Y':[-0.628,0.628,300],'E':[-0.05,0.05,50],'kz':0.0}, #domain of interest\n",
    "        'hv':100,                          #photon energy, in eV\n",
    "         'T':10,                           #temperature, in K\n",
    "        'pol':np.array([1,0,-1]),           #polarization vector\n",
    "        'SE':['constant',0.02],            #self-energy, assume for now to be a constant 20 meV for simplicity\n",
    "        'resolution':{'E':0.02,'k':0.02}}  #resolution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initiate diagonalization: \n",
      "Large memory load: splitting diagonalization into 51 segments\n",
      "Diagonalization Complete.\n",
      "Begin computing matrix elements: \n",
      "||||||||||||||||||||||||||||||100%\n",
      "Done matrix elements\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arpes_experiment = experiment(TB,arpes)\n",
    "arpes_experiment.datacube()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once the matrix elements have been calculated, the spectrum can be plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = arpes_experiment.spectral(arpes,slice_select=('w',-0.0))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In consideration of the bandstructure above, we expect 3 Fermi-surface sheets, so why do we only see two? This is an explicit consequence of the matrix-element effects. If we consider the orbital-projected plots above, the large spin-orbit coupling strongly mixes the orbital character over much of the Fermi-surface. However, $p_z$ character, which we are most strongly sensitive to with this polarization, is vanishing on the inner-most Fermi surface sheet. This readily explains its absence here. By however rotating polarization to be strictly in-plane, we can recover this sheet."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "arpes['pol'] = np.array([0,1,0])\n",
    "_ = arpes_experiment.spectral(arpes,slice_select=('w',0))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can explore the evolution of the orbital character and ARPES intensity over a broader range of momentum by computing the matrix elements over a wider energy window. Below, we do so for a fixed in-plane momentum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initiate diagonalization: \n",
      "Diagonalization Complete.\n",
      "Begin computing matrix elements: \n",
      "||||||||||||||||||||||||||||||100%\n",
      "Done matrix elements\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "arpes['cube'] = {'X':[-0.628,0.628,200],'Y':[0,0,1],'kz':0,'E':[-4.5,0.1,1000]}\n",
    "arpes['SE'] = ['constant',0.1]\n",
    "arpes['pol'] = np.array([1,0,-1])\n",
    "arpes_experiment = experiment(TB,arpes)\n",
    "arpes_experiment.datacube()\n",
    "_ = arpes_experiment.spectral(slice_select=('y',0),plot_bands=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another perspective on the connection to orbital character can be gained by again, changing the polarization:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "arpes['pol'] = np.array([0,1,0])\n",
    "_ = arpes_experiment.spectral(arpes,slice_select=('y',0),plot_bands=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While some bands are suppressed as a result of orbital and polarization symmetry, others still are suppressed due photoelectron interference. Our choice of a two-site unit cell is somewhat artificial, as there is no translational-symmetry breaking potential which prevents us from using a smaller one-atom unit cell. The folded bands in the reduced Brillouin zone of our excessively large unit cell can be described as anti-bonding states. To demonstrate this, we can perform a similar calculation over a wider domain of momentum, covering a full cut through the full Brillouin zone of the one-atom unit cell:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initiate diagonalization: \n",
      "Diagonalization Complete.\n",
      "Begin computing matrix elements: \n",
      "||||||||||||||||||||||||||||||100%\n",
      "Done matrix elements\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "arpes['cube'] = {'X':[-1.256,1.256,300],'Y':[0,0,1],'kz':0,'E':[-5,0.2,1000]}\n",
    "arpes_experiment = experiment(TB,arpes)\n",
    "arpes_experiment.datacube()\n",
    "_ = arpes_experiment.spectral(slice_select=('y',0),plot_bands=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial, we have seen how to define and characterize a tight-binding model using chinook. In addition to this, we have performed a few calculations of the photoemission intensity associated with this model, and seen a few ways in which the photoemission intensity is affected by the nature of both our system of interest and the experimental geometry. Feel free to make changes to the model here and experiment with different parameters to get a better sense of how to use some of these tools. You're now ready to begin building your own models and simulating ARPES intensity for your material of choice. For further information, visit https://chinookpy.readthedocs.io for the full chinook documentation and more information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
